{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pylab as plt\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results for 2x2 cubes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "zg_result = \"../csvs/t4-c2x2-mcts-c=100-steps=100k.csv\"\n",
    "paper_result = \"../csvs/t7-best-paper-1.8184e-1.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'zero_goal':   pd.read_csv(zg_result),\n",
    "    'paper':   pd.read_csv(paper_result),\n",
    "})\n",
    "df.index.set_names(['method', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'is_solved', data=df, hue='method');\n",
    "ax.set_title(\"Ratio of solved cubes 2x2\", fontsize=18)\n",
    "ax.set_ylabel(\"% solved\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c2x2-solve_ratio.png\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'solve_steps', data=df, hue='method');\n",
    "ax.set_title(\"Steps for solved cubes 2x2\", fontsize=18)\n",
    "ax.set_ylabel(\"MCTS steps\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c2x2-search_steps.png\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'sol_len_naive', data=df[df.is_solved==1], hue='method');\n",
    "ax.set_title(\"Naive solution length for cubes 2x2\", fontsize=18)\n",
    "ax.set_ylabel(\"Solution length\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c2x2-naive_len.png\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'sol_len_bfs', data=df[df.is_solved==1], hue='method');\n",
    "ax.set_title(\"BFS solution length for cubes 2x2\", fontsize=18)\n",
    "ax.set_ylabel(\"Solution length\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c2x2-bfs_len.png\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results for 3x3 cubes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " c3-zg-d20.csv\r\n",
      " c3-zg-d20-noweight.csv\r\n",
      "'c3-zg-d20-noweight-no-decay=5.501e-1.csv'\r\n",
      "'c3-zg-d20-noweight-no-decay=5.61e-1.csv'\r\n",
      "'c3-zg-d20-noweight-no-decay=6.43e-1.csv'\r\n",
      "'c3-zg-d20-noweight-no-decay=7.29e-1.csv'\r\n",
      "'c3-zg-d20-noweight-no-decay=chp100k.csv'\r\n",
      "'c3-zg-d20-noweight-no-decay=chp64k.csv'\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../csvs/c3x3/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zero goal, weight vs no-weight\n",
    "\n",
    "Result: weighted version is better"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'weight':         pd.read_csv(\"../csvs/c3x3/c3-zg-d20.csv\"),\n",
    "    'no-weight':      pd.read_csv(\"../csvs/c3x3/c3-zg-d20-noweight.csv\"),\n",
    "})\n",
    "df.index.set_names(['loss', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'is_solved', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['loss', 'start_dt', 'stop_dt', 'duration', 'depth', 'scramble',\n",
       "       'is_solved', 'solve_steps', 'sol_len_naive', 'sol_len_bfs',\n",
       "       'tree_depth_max', 'tree_depth_mean', 'speed'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcd3e5a44e0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'solve_steps', data=df, hue='loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'sol_len_naive', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcd3e513ef0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'sol_len_bfs', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zero goal, different losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'loss=5.50e-1':   pd.read_csv(\"../csvs/c3x3/c3-zg-d20-noweight-no-decay=5.501e-1.csv\"),\n",
    "    'loss=5.61e-1':   pd.read_csv(\"../csvs/c3x3/c3-zg-d20-noweight-no-decay=5.61e-1.csv\"),\n",
    "    'loss=6.43e-1':   pd.read_csv(\"../csvs/c3x3/c3-zg-d20-noweight-no-decay=6.43e-1.csv\"),\n",
    "    'loss=7.29e-1':   pd.read_csv(\"../csvs/c3x3/c3-zg-d20-noweight-no-decay=7.29e-1.csv\"),    \n",
    "})\n",
    "df.index.set_names(['loss', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'is_solved', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Paper vs zero-goal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['method', 'start_dt', 'stop_dt', 'duration', 'depth', 'scramble',\n",
       "       'is_solved', 'solve_steps', 'sol_len_naive', 'sol_len_bfs',\n",
       "       'tree_depth_max', 'tree_depth_mean', 'speed'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'zero-goal':         pd.read_csv(\"../csvs/c3x3/c3-zg-d20.csv\"),\n",
    "    'paper':             pd.read_csv(\"../csvs/c3x3/c3-paper-d20-1.93e-1.csv\"),\n",
    "})\n",
    "df.index.set_names(['method', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'is_solved', data=df[df.depth <= 20], hue='method');\n",
    "ax.set_title(\"Ratio of solved cubes 3x3\", fontsize=18)\n",
    "ax.set_ylabel(\"% solved\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c3x3-solve_ratio.png\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'sol_len_naive', data=df[df.depth <= 20], hue='method');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LRCHA4XDAarV6tc+WLVsCAM6fP1+i9gkJCUhISMCYMWNgMBgwePBgLFq0CA8++CCEEKhbty6OHz8Ou93uNrtst9tx4sSJQmdIr5Q/U5WdnV3gsdOnT3u0G0i+OnXqAAD++OOPAo/lX7tWfGVVpUoVxMTEIDc395qfBpRW/uv766+/CryOwnbv8OTjfm+oW7cuvvnmGxgMhgJlEn/++ScqVarkmsH2RP4s9NGjR9GwYcMi213rZ60wBoMBFy9eLDC7/OeffyI+Pt5V8lC/fn2cOHECLVu2LNEWd3q9Ht26dUO3bt0AAF9//TXGjh2LlJQUzJ0795rPL4zFYgFQ8FOAM2fOYPbs2UhISEDnzp2RkpKCdevW4f777y9Vv4WNG1E449ZxREHu22+/hdFoRLNmzUr93BMnThRZY7pjxw4AhZcmXCl/RfyVYmJiUKdOHZhMJtc/oPk1mldvxbZu3TpkZGSgd+/exd4nP9HJr6nOt3nzZly4cKFA+6ioqBKXBDRr1gy1atXChg0bcPHiRdd1m82G5ORkCCFcOxT4iqIo6N+/P37++Wds27at0DZXb+tVUj169ADgPKjlyu/Vr7/+WmgddH5iV5aSCk/07t0bqqpixYoVbte//vprHDlyBD179izTTHrfvn2h0+nw+uuvIzc3t8Dj+bPiderUgVarLfCzdvDgQfz4449F9n913Nu3b8fx48fdfrbvueceqKqKxYsXF9pH/h7UAArdHi7/QKFrJaTZ2dmFvoE2Go1Yv349FEVxK7FwOByYPn06LBYLlixZgscffxy33HILXnzxRfz5559uz8/LyyvQr8PhwAcffAAAaNWqVbGxEYUbziwTBZEjR47gk08+AQBYrVb88ccfWLduHXQ6nUeL444dO4apU6eibdu2aNeuHWrUqAGTyYSffvoJ27ZtQ1RU1DVP49q0aRPeffdd9O7dG/Xr14dWq8UPP/yAPXv2oF+/fqhQoQIAYMyYMdi2bRvmzZuHI0eOoEmTJjh69CjWr1+Phg0bYsyYMcXe5/rrr0enTp3w4YcfQkrpev6OHTtQv379Ah+Pt2zZEuvXr8err76KRo0aQVEU9OjRo8CiJsD50fScOXMwadIk3Hfffbj//vsRFRWFzz77DD/++CPGjx9fqtpYT02dOhUHDx7ElClT0K9fP7Rs2RI6nQ5nzpzB7t270axZM7z00kul7vfGG2/EkCFD8OGHH2LEiBHo06cPMjIysHr1ajRp0gSHDx92m01u2bIlVq1a5doTW6fT4eabb/b57PrAgQOxceNGrFy5En///TcSExNx8uRJrF69GlWrVsW0adPK1H+NGjXw1FNPYd68eejfvz8GDBiA2rVr4/z589i5cydefPFFNGnSBFFRUa49tqdNm4Z27dohLS3Ntbf1sWPHCvQdFxeH7du348KFC672+XFPmjTJ1a5v374YNGgQVq1ahcOHD6NHjx6Ii4vDuXPn8OOPPyItLQ07d+4E4NyeLzo6GomJiahZsyYMBgM2btwIIUSxhw0Bzj3Dn376adx2222oX78+oqKicPr0aXzyySc4d+4cJk2a5LYgeNmyZTh48CCee+451xvkhQsX4p577sHUqVOxfv166PV6pKWlYfjw4bj99tvRsGFDxMbG4vz589i8eTOOHz+OgQMHIjExsUzfJ6JQw2SZKIhs3rwZmzdvBvDPfsmdO3fG2LFji12IU5S2bdtixowZ+Pbbb7FhwwZcunQJUkrUrFkTgwYNwujRo1G/fv1i+2jfvj2OHj2Kr776ChcvXoSiKKhTpw5mzpzpVq8cHR2NNWvWYOnSpfjyyy+xYcMGxMfHY+jQoZg8eXKJFiy9/PLLeO6555CamopPP/0Ubdq0wXvvvYdnnnmmwKEVU6dORXZ2NlavXg2DwQApJXbu3Flosgw4dyJ455138MYbbyA5ORk2mw2NGjXC888/77f6y/wxevvtt7Ft2zbs3LkTGo0GNWrUQJs2bcoUx9y5c1G9enWsX78eCxYsQMOGDTF37lz88ssvOHz4sOtNDeA8Vv3o0aPYsmULtm3bBlVVMX/+fJ8nyzqdDsnJyXjjjTewdetWbN++HdHR0ejbty+mTJmCmjVrlvkeDzzwAOrVq4fk5GS8//77sFqtqF69Ojp27Oi2R/OTTz4JKSV27NiBnTt3olmzZnjjjTewbt26QpPlihUr4t1338WLL76IRYsWQUqJW2+9FbNmzXIdHJRv/vz5aN++PdatW4c333wTNpsN1apVQ9OmTTF9+nRXu2HDhuGzzz7Dhx9+iOzsbMTGxqJJkyaYPXt2kQcJ5UtISECPHj3w/fffIzU1FWazGbGxsWjRogWeffZZ1/7ngPMQljfffBP9+vVzK7moU6cO5s2bh6lTp2LBggWYM2eO61TQAwcOYMeOHcjLy0OlSpXQtGlTTJgwAf379y/tt4Qo5Anp79UaRETkN+PHj8e+ffvwf//3fzyimIjIA6xZJiIKA2azucC1Y8eOYffu3ejQoQMTZSIiD7EMg4goDGzcuBGffPIJunXrhipVquCvv/5y1bs/+uijgQ6PiChksQyDiCgM/Pzzz/jPf/6Do0ePIjs7G1FRUWjdujUmTZqE5s2bBzo8IqKQxWSZiIiIiKgIrFkmIiIiIioCk2UiIiIioiKE1QK/zMw8qCqrSkoiPr4S0tMLnnBFxeO4eYbj5jmOnWc4bp7huHmG4+aZQIybogjExV37KPorhVWyrKqSyXIpcKw8w3HzDMfNcxw7z3DcPMNx8wzHzTOhMG4swyAiIiIiKgKTZSIiIiKiIoRVGQYRERFRWTkcdmRmXoTdbi1R+wsXFKiq6uOowo8vx02r1SMurho0mrKnukyWiYiIiK6QmXkRFSpURFRUDQghrtleq1VgtzNZLi1fjZuUEnl5BmRmXkTVqjXL3B/LMIiIiIiuYLdbERUVU6JEmYKPEAJRUTEl/mTgWpgsExEREV2FiXJo8+b3j8kyEREREVERmCwTERERlWM5OTlITn4Tv/56rMBjkyaNxSOPjPZ5DF26JCI5+U2f38cTTJaJiIiIyrHc3BykpKzEb78VTJaJyTIRERERUZGYLBMREREFseTkN9GlSyLS0k5g2rRJ6N27CwYNuhNbtnwKANi2bQseeOBe9OlzKyZPHoe//z7t9vxPPtmAhx8ehp49O+HOO3th/vx5MBiyAQBnz57B4MF3AwAWLHgeXbokokuXRGzdmurWxw8/7MeoUQ+iV6/OSEq6H19/vatAnPv2fYdx40aiZ8/OuP32bnjyyek4efKEWxuHw4EVK/6LAQNuR7dunTBp0lj89def3hoqn2CyTERERBQC5syZiY4du2D+/IVo3LgJ5s+fhzfffB2bNn2M8eMn48kn5+LkyTQ888y/Xc95441lWLx4ARIT2+GllxZjwoTHsH//Xkyf/igcDgfi46vihRdeAQAkJY3E8uUpWL48BR07dnH1cebMafznP4swZMiDeOGFVxAfXxVPPz0Lp0+fcrXZt+87zJgxBZGRkZg370VMn/4k/vrrT0yYMAYXL15wtXv77RV4//0U9OnTDy+/vAjt2nXArFnT/DB6nuOhJEREREQhYNiwJPTrdxcAoHHjpvjuu2/wyScb8NFHnyAqqhIAID39Ev7zn4U4d+4spJRYs+Z9jBz5L4wc+S9XP3Xr1sOECWPw7bffoGvX7khIaAwAqFWrNpo3b1HgvllZWXjttZWoW7fe5XvfhAED+uLLL7fjoYdGAQBWrnwDtWrVxsKFS6HVOtPL5s1bYNiwQVi7dhUmT54Gg8GAdetW4+67B2LSpCnQahW0adMeiqJg+fLXfDdwZcSZZSIiIqIQ0KFDZ9f/x8TEIDY2Ds2aNXclygBQv34DAMD58+fxww/7oaoqbrutH+x2u+u/pk2bo2LFKPz008ES3bdu3XquRBkA4uKqIC4uDufPnwMAmEwm/PbbMfTs2ceVKAPO5LtFi5b43/+c9/nrrz9gMpnQs2cft/579769dAPhZ5xZJiIiIgoB0dHRbl/rdDpER8e4XctPVq1WCzIzMwAAQ4bcU2h/2dnZJbxvTIFrOp0eVqvzhLycHAOklIiPr1qgXXx8vCupTk+/BMCZbF/p6q+DDZNlIiIiojBUuXJlAMCSJa8VmvDGxFT2yn2io51Hg2dkpBd4LD093XXv/GTamcQ3crXJT+qDFcswiIiIiMJQ27YdoCgKzp8/h5tualrgv1q1agNwzhIDgMVi9ug+kZGRaNy4CXbt2gGHw+G6fu7cWRw69DNuuaUNAKBRoxsRGRmJL7/c7vb8HTs+9+i+/sKZZSIioiChmgwQigYiIirQoVAYqF27Dh588GEsXvwKTp5MQ6tWbaDX63HhgrOeuX//e9C6dSKqVKmCypUrY+fOL1wJbc2atVC5cmyJ7zVmzHjMmDEFM2ZMxcCB98FkMiI5eQUqVaqEYcOGA3CWkdx//wN47723UbFiFDp06IjDhw9h8+ZPfDUEXsFkmYiIKEjI3HRIjR4aJsvkJePGTUT9+g2wYcNH2LDhIwghUL36dWjTpi3q1KkLAFAUBTNnzsGKFa9jypQJcDgceOqpubjjjv4lvk+HDp3w8suvIiVlJZ5++knodFrccksbTJjwKKpWreZqN2rUWEgpsXnzJ9iwYR2aNGmGBQuWICnpfq+/dm8RUkoZ6CC8JT09F6oaNi/Hp6pVi8bFizmBDiPkcNw8w3HzHMfOM6E4blJVYf/7EIQ2AtqajQMSQyiOmy+cO5eGGjXql7i9VqvAbld9GFF48vW4FfZ9VBSB+PhKRTyjcKxZJiIiCgZ2M4QEYLNAOuyBjoaILmOyTEREQUU67LBfTIOU5WumTrUYASEgAcDm2UIrIvI+JstERBRU1LwMyNxLgM0S6FD8y5QNaPUQQoFqNQU6GiK6jMkyEREFDanaoWZfADQaqJa8QIfjN1J1OGeWNXpAqwfMhkCHRESXMVkmIqKgoeZlAVKF0EU6Z1rLC5sZkBJCCECjg2oxQqrlqwyFKFj5deu4zMxMzJgxAydPnoRer0f9+vUxb948VKlSBT/++COefvppWCwW1K5dG6+88gri4+P9GR4REQWQVB1Qs89BRFQEhAaqJQeK6oBQNIEOzedUiwlCOOevhBCABGC3APrIwAZGRP6dWRZCYMyYMfj888+RmpqKunXrYuHChVBVFU888QSefvppfP7550hMTMTChQv9GRoREQWYarw8q6xonQkjAJST2l1pzHSWX+R/LQCVi/yIgoJfk+XY2Fi0b9/e9XWrVq1w5swZHDp0CBEREUhMTAQADB06FNu2bfNnaEREFEBSVaFmn4fQVXRdE0IpF3XLUrVD2kyARue6JjQ6wMT9jomCQcBqllVVxZo1a9CzZ0+cPXsWtWrVcj1WpUoVqKqKrKysQIVHRER+pJqyAIcdQnNFdaA2AtJYDv4dsJoBiX9m0wFn3bI5B2F0bhhRyArYcdfPPfccKlasiOHDh2P79u1e6bO0J7KUd9WqRQc6hJDEcfMMx81z4T52UnXAnHcCono8hFbn9pg9LxsV4yoUuF4SoTJu1oxc2OMqQRNZ0e26w6iiQlwEFF2EX+MJlXHzpQsXFGi1pZtPLG17cvLluCmK4pWf54AkywsWLEBaWhqWL18ORVFQs2ZNnDlzxvV4RkYGFEVBbGxsqfrlcdclxyNNPcNx8wzHzXPlYewceVlQMwxQKsQAsLk9pppNyD1zAUpkTKn6DKVxs589AwgBYTa6XVdNZmh0l0r92ssilMbNl1RVLdUxzDzu2p3VaoVer79mO1+Pm6qqBX6eQ+K468WLF+PQoUN4/fXXXQPZvHlzmM1mHDhwAACwdu1a9O3b19+hERGRn0mpQhrOObeKK4QQWkhT+O45LB02SJvZWaN8FaEokJbcAERFwSY5+U106ZKIP//8A5Mnj0OvXp0xYMDteOut5VAvbzFosViwdOkiJCXdjz59bsXdd9+OGTOmIi3thFtfW7emokuXRPz440E8+eR09OlzK+64oxcWLVoAi8V9UanZbMZ//7sUgwffje7dO2Dw4Lvx7rvJrnsCwMGDB9ClSyK+/vpLLFjwPO66qzfuvvs2n4+JP/l1Zvn333+hDSphAAAgAElEQVTHm2++iQYNGmDo0KEAgDp16uD111/Hyy+/jLlz57ptHUdEROFNNeVA2ixQIisX3kAXAdVkgJK/B3GYkTYzUNTL0uohTTlA6T5kpTD25JPTceeddyMpaST279+Ld955C0IIjB49DjabDUajEQ8/PBrx8VVhMBiwceNHGDduJD744CPEx1d162vevDno2bMPBg4cjCNHDuGdd96C2WzCv//9DADAbrdj2rRJOHHiOEaMGI3rr78Bhw//gnffTYbBYMDkyVPd+luy5BV06NAJs2fPg9Vq9deQ+IVfk+Ubb7wRv/76a6GPtW7dGqmpqf4Mh4iIAkhKCZld9KwyAOcey6oDsFsBP9fu+oM050KIwveRFvmL/FQ7hBKwJUYURPr3H4ikpBEAgHbtOsBozMPatR/g/vsfQHR0NGbNmuNq63A40L59R/Tvfxt27PgcQ4Y86NZXx46dMWnSFFdfQggkJ7+JpKSRqFevPnbs+Bw///wjXnttBVq1ag0ASExsBwBISVmJ4cMfRlxcFVd/TZo0c7t/OOFvHxERBYQ0588qF1+TK6WEajVBE47Jsikb0Bb3uiRgswAR/Oc6UL795Sz2/Hy22DZCAJ5sXNLl5pro3KJmidv37Nnb7etevW5Dauom/PXXn2jZshV27tyOtWtX4dSpNOTm/lPCc/JkWiF99XH7unfv27Fy5Rs4evQw6tWrj/3796JGjZpo3vxm2O12V7t27Tpg5co3cPjwL+jSpZvreteu3Uv8OkINf/uIiMjvpJTO0/p0Fa7ZVmj1gMkARIVXPYK0WwGbFSKy6DEQEFAtJmgiovwYGQWrKlXir/raObN76dIF7NmzG3PnPol+/e7CqFH/QuXKsVAUBY8//lihZRFXzgpf+fXFixcAAJmZGTh37iy6d+9QaCzZ2e7H0VetWrXQduGAyTIREfmfJQ/Saiq6VvlKWj1UswGKVF1HQocDaTNDouiSZQDOU/3MOUBM+CYiwa5zi2vP/vprN4yMjHTUrl3niq8zAABVq1bHpk3rUadOXVfNMeCsO87JKXyBbGZmBoBGV30NVKtWHQBQuXJl1KxZG889N7/Q59eoUeuqK+G3piBf+PzVISKikCClhCPrLIT22rPKgPMkP6GqznKEMCJNOdeuRdbooFpyISW3JSPgyy93uH29c+cXiIysiEaNboDZbIZG417/vm3bFjgcjiL6cj/jYseOz6EoCpo2bQ4AaN++Ey5cOIfIyIq46aamBf4r7fa+oYwzy0RE5F+WPEirsWSzypdJAaiWPGj0RS8GDDWqyQChK34vWiEUZzGszQKE0Wsnz6SmboSUKpo0aYr9+/chNXUTRo0ai0qVKqF9+4745puvsHTpInTqdCuOHTuCjz9eh0qVCj+UY+/eb/H66/9Bu3btceTIYaSkrETfvneibt16AIDbbuuHrVtT8dhjj2Do0Adxww0JsNlsOHPmNPbs2Y358xehQoWSveENdUyWiYjIr1TDBYhiF7UVJLQRgCkbiA6PcgRpt0CoNgjl2gmwBKDaLGH1RoE889JLi7BkySt4551kVKpUCQ8/PBojRowBANx990BcuHAeW7Z8ik8+2YAmTZphwYLFeOqpJwrt6+mnn8PatauwadN6aLU69O8/EJMmPeZ6XKvVYtGiZVi16h18+ulGnD17BhUqRKJ27Tro2LEztNryk0KWn1dKREQBJy15kOYciFLMKgMANHqollwoqsO5nVyIk9YS1CtfJjQ6wJITdgscqfTq1WuAZcveLPQxRVEwduwEjB07we36+vWFb8tbtWo1vPTS4mLvFxERgdGjx2H06HFFtmndOhF79hy4RuShjTXLRETkN2r2eUBz7WNwr+Y8kEQCNvM124YCaTZAKAVP7SuUVg/VxCOoiQKFyTIREfmFtBqds8oelhMIoUA1h/7xz1JKqEaDc6eLEhCKBsLhcG41R0R+x2SZiIj8Qs2+6NGssos2AtKY5b2AAsVuhShlOYkUEtIeXruBUMmNHj0Oe/Yc8Eqd8B139MeePQdQp05dL0RWPjBZJiIin5NWE6QpCyjBISRFERodYDNDOmxejMz/VKsJpT3sTQgNpDnPJ/EQUfGYLBMRkc+pORcBRXe59thzUghIq8lLUQWIyeA8lbA0tHpIM+uWiQKByTIREfmUtJkh87K8sk+wEFrIEF7sJqUK1VzyeuV8QqODtJkg1cIPmCAi32GyTEREPqUaLgKKpsyzygAAXQRUkwFSlraQIUjYLBCqh8d2S4TNbiBEoYTJMhER+Yy0WSDzMgF9Ra/0JxQNhGoDHKG5M4RqNUF6+KZBCAE11EtQiLzk7Nkz6NIlEVu3Fr6PtDcxWSYiIp9Rcy8BiuKdWeXLpARUS4gmjaZs50JFT2j0AOuWifyOyTIREfmEtFshcy55bVY5n9DoAJPBq336g7NeObfU9couWh1USx6kVL0bGJVbVmtofkLjbzzumoiIfELNSb9cq+zleRldBFSzAYr0sPY3UGxmCEiPYxZCAaQK2K1l2oKPQsvBgwfw6KPjC32sX7+78O9/PwOz2Yy3316BXbt24OLFC6hWrTruumsAkpJGQlEUt35eeOFl7Nv3Hb755ivY7XZs2/YVAGDfvu+QkrISv//+G3Q6LVq3TsQjj0xGvXoNrhljZmYmXn31Fezd+y0URUHXrt3RtWt3zJo1HUuXLkfr1okAnAfyrFu3Gps2fYyzZ8+gcuVYdOvWA+PGTURUVCVXfx9//CG++GIbTp5Mg5Qq6tVrgBEjxqBTpy5lG0wPMVkmIiKvk3Yr1NxLEBFRXu9bCAVQJWCzeGWHDX9RLUYAZdw6TzrrwAWT5XKjceObsHx5itu1gwd/wIoV/0X9+g1gt9sxbdoknDhxHCNGjMb119+Aw4d/wbvvJsNgMGDy5Kluz12y5BV06NAJs2fPc80s79v3HWbMmILWrRMxb96LMBpNSE5ejgkTxiAlZTWqVatebIz//vcT+OuvPzBu3ETUqVMXX331JZYseaVAuxUr/ov330/BoEGD0blzV5w8eRwrVryBP/74Ha+9tsKV2J89exb9+w9AjRq14HA48O23uzFjxhQsXLgUHTp0KstweoTJMhEReZ2alwEB+GzmVwoJ1WqEJoSSZZhKv2Xc1YRG59xvuWJlLwVFwS4qqhKaN2/h+vrkyTSsWbMK3bv3xIMPPozPP9+Kn3/+Ea+9tgKtWrUGACQmtgMApKSsxPDhDyMurorr+U2aNMOsWXPc7rFy5RuoVas2Fi5c6jolsHnzFhg2bBDWrl2FyZOnFRnf99/vw88//4hnn52PXr36AADat++ImTOn4vz5c652BkM21q5dhX797sK0aTMBAJ07d0ZMTCyee+5pfPfdN+jSpRsAYNKkKa7nqaqKNm3a4tSpk9i0aX1AkuUQ+vyKiIhCgXTYnNvF+WBWOZ/QRgDGbJ/1721SdUC15JXtuG/AWbccwvtMU9kYDAbMnDkVderUwZw58yCEwP79e1GjRk00b34z7Ha767927TrAbrfj8OFf3Pro2rW729cmkwm//XYMPXv2cTtOu1at2mjRoiX+97+DAJxJ65X9OxzOPb8PH/4FGo0G3br1cOu3e/debl8fPvwLbDYbbrutn9v1Xr1ug0ajcd0HAI4dO4oZM6agf//b0K1be3Tv3gE//LAfJ0+meTZwZcSZZSIi8io1NwOA72aVAQAaPVRLLhTVAaFofHcfb7GZASnLvCuIULSAaoR02DzfVYNKxfbbt7D9urvYNkIIj/b+1jXuCl1C5xK1tdvtmDNnJqxWK156aTEiIpylOJmZGTh37iy6d+9Q6POys93fVFatWtXt65wc577l8fHu1wEgPj7eNTuckrISKSkrXY+1atUar722AunplxAdHe2WaANAlSrxbl8bDIbLfbrfR6vVonLlWOTkOB8/f/4cpkx5BA0aXI8pU57AddfVgFarwcqVy5GWdrzwwfExJstEROQ10mGHargI4eUdMK4mhICEdCahPpzB9hbVYvLa9nkScNZrM1kuVxYtWoCjR4/gjTeS3RLOypUro2bN2njuufmFPq9GjVpXXXH/OYyOjoEQAhkZ6QWem56ejujoGADAgAGD0Lnzra7HKlZ0/o7Hx1dFTk4O7Ha7W8J8dX8xMTGu69df38h13W63Izs7y3Wf/fv3Ijc3F/PmzUf16te52lksgTuQh8kyERF5jZqXBUjVL7O9QihQzbnQhECyLI2ZgDbCK30JoUC15EFTodK1G1OZ6RI6X3P2V6tVYLf7bku/Dz/8AFu3foqXXlqERo1ucHusfftO+OqrLxEZWRH16zcodd+RkZFo3LgJdu3agVGjxkKjcf7unjt3FocO/Yx77x0CAKhatRqqVq1W4PnNmrWAw+HA11/vctUsA8CuXTsLtNPpdNi58wtXTTUAfPnldjgcDtxySxsAgNnsTIqvTLxPnkzDL7/8dM2Fhr7CZJmIiLxCqnao2ed8sgNGobQRkMZsoPJ1124bQFK1Q9pMEBHR3ulQo4c0GYL+dZN3/PLLT3j99f+gb987ER1dGYcO/VODHBcXh9tu64etW1Px2GOPYOjQB3HDDQmw2Ww4c+Y09uzZjfnzF6FCheJ3TxkzZjxmzJiCGTOmYuDA+2AyGZGcvAKVKlXCsGHDi31uu3Yd0KJFS7zyygvIzs5CnTp1sWvXTvzxx28A4NrhIiamMoYOHY73309BhQqR6NixM06dOoHly/+Lm29u5doWLjGxHTQaDZ5/fi6GDh2O9PRLSE5+E9Wr1wjYHuNMlomIyCv8OasMXN4ZwmQI/vpdqxmQ8N4phhodpCUXMlTqtalMTp06CVVVsXVraoGjnfP3WV60aBlWrXoHn366EWfPnkGFCpGoXbsOOnbsXKCWuDAdOnTCyy+/ipSUlXj66Seh02lxyy1tMGHCo4XOJl/txRcX4tVXX8YbbyyDRqOgc+eu+Ne/HsELLzzjtn/y2LETEBsbi02bPsbGjR+hcuVY9O17J8aPn+hKqq+/vhGefvp5JCcvx6xZ01CrVh2MHz8J+/fvxf/+93+lHD3vENKTivQglZ6eC1UNm5fjU9WqRePiRa6oLi2Om2c4bp4LlbGTqgP2M0chdBWci9D8RDUboKnWEEoF91nbYBo3R/Z5yJyLEBHeK5tQzQZor7vB67XhwTRugXTuXBpq1Khf4va+LsMIRYsXL7ic4H8Jvb7wXWB8PW6FfR8VRSA+vnS/i5xZJiKiMlONWYCq+jVRBgAhtJCmHKCCl0ocfEAas71Wr3wl1WqCxscLKYlKYuvWVOTm5qJhw+tht9uwf/9ebNr0MYYNSyoyUQ4lTJaJiKhMpKpCzT7v8x0wCqXTQzVmQxN39Yr/4CAddkibGUpkjFf7FRo9YM4FKsVfuzGRj1WoEIl169bg779Pw2azombNWhg7dgIeeOChQIfmFUyWiYioTFRTNuCwByRZdu07bLc4DyoJNjYfbXel1UM150Dxwt7NRGXVs2dv9OzZO9Bh+AxP8CMiIo9JqULNOgcRwGOnpQSk1RSw+xdHNef4ZBGeEAqEqgJ2q9f7JiJ3TJaJiMhjqtEAOKwB3Y1CaHSQRkPA7l8caTL4pF4ZAKQApN3ik74JHp3IR8HDm98/JstEROQRKVVIw7nA1CpfSRcB1WwI2B6sRZF2K2CzQGh8U/EolMuLG8nrtFo98vIMTJhDlJQSeXkGaLXeWVzImmUiIvKIasqBtFmgRFYOaBxCKICqOo+ADmA5yNWkzQyJqw8X9iKNHtLCZNkX4uKqITPzInJzs0rUXlEUqGpwvVkLBb4cN61Wj7i4a+8RXaK+vNILERGVK1JKyOxzELrgSE6lAFSrEZpgSpZNOT7dSk9otJAmI6TD7rPZ6/JKo9GiatWaJW7P/ak9EyrjxjIMIiIqNWnJhbSaIbz0MWdZCW0EYMwOdBhuVJMB0Pl2fCSE73bcICIATJaJiKiUpJSXd8CoEOhQ/qHRQ7XkQaqOQEcCwFmvLFSbzw9pEUJAtRp9eg+i8o7JMhERlY4lD9JqCqp9jV17DQfJLKu0muCXpWFaPWAO/o+xiUIZk2UiIioxKSUc2eeCKlHOJyCgWvICHQYAQJpzIBQ/bKen0UG1GCG5uIzIZ5gsExFRyVmNkJZcCF3wJcvQRUAGQd2ylBKqMds56+tjQggIKQHut0zkM0yWiYioxNTs8xDaIKpVvoLQ6JzlDw5bYAOxWyFUh09O7iuMFAJqkJ5gSBQOmCwTEVGJSEues7xAF5zJMgBAOPc3DiTVX/XKlwmNDjDn+vGOROULk2UiIioR1XAB0ATHVnFFESIITrUzGfy7pZ5GB9Wcw9PmiHyEyTIREV2TtJogTQaIIDr0o1A6vbNeOECkVKGaDX6pV84nFA2EdAAOq9/uSVSeMFkmIqJrcs4q+2F3hzISihZCtUG1BWjBm80CIVXnEdx+JKWADNRrJgpzTJaJiKhY0mqCzMsCguRo62uRAFRLYBa8OeuVhd/vKxQNpIV1y0S+wGSZiIiKpeZcAjS6fw7+CHJC0cGRlxWYm5uynQvu/E2rC3ytNlGYYrJMRERFkjYzZF4GEOy1ylfSRcCRlw0p/XtQh7NeOdev9cr5hEYHabdCOux+vzdRuGOyTERERVJzLgGKNmRmlQFACAVSdQD+ruG1WSCk9Hu98j94OAmRLzBZJiKiQkm7BTI3HdBXDHQopSaEgGo1+vWeqiUPCOCbCudx3zychMjbmCwTEVGhnLPKmpCaVc4ndHrAaPDvTU3+3TKuAK0eMPv5NROVA0yWiYioAGm3QuaE5qwyAAhtBFRLLqTqn7plqV6uVw7koS0aHVRLnt9rtYnCHZNlIiIqQNrMkEAA62/LRggBSAnY/FSWcPk+gZyFF0KBkNL/tdpEYS40/woSEZFPSasJQtEEOowyEUJx1hH7gWoxBUW5igSg2syBDoMorDBZJiKigiy5IXFiX7F0EZD+OvralAVoI/xzr2IIjc75vSMir2GyTEREbqRUoVpNgEYb6FDKRGh0ztMHfbz3sFTtzp03guHNhVYPlYeTEHkVk2UiInJnt0FINWTrld0IQPq6btnqLHsIhjIMoWggHHZIuzXQoRCFjTD4S0hERN4k7RZIGfjEzxuE0ECafTvTqlryguqNhRTO7yEReUfw/HYTEVFQkFYjhBIm/zzoIqD6uG5ZGrODol45n/MNgn8WNhKVB2Hy15CIiLzGHAaL+y4TihbCbvNZWYJ02CFtZufCumCh1UOaeDgJkbcwWSYiIpd/FvcFUfJXRlI4t8LziSDcpk1odJB2M6Tq24WNROUFk2UiIvqH3QYBGRSL1bxFKDpIk29KMVRzbpDuRy14OAmRlzBZJiIil3Ba3Oeii4BqMkBK6fWupSm46pXzCcD5CQERlRmTZSIicpGWMFrcd5nzGGjV6yUT0m4F7BaIYNyPWqMHuN8ykVeE119EIiIqm3A4ua8QEsJ5cIg3+7SZ4f25ai/R6qBa8yClGuhIiEIek2UiIgIQnov78gmNHjB6d4cIacqBEEE4q4wrZtN5OAlRmTFZJiIiJ7s17Bb3uWh1UC25kKr3ZlpVkwHQ6b3Wn7dJ6Zz9JqKyYbJMREQAnDW4QVtWUEZCKM7s0UtHX0u7FcJhg1CCc2YZuLyFnDk30GEQhTwmy0REBODy4j4RjNugeYcQClSLd062k1YTgn7TEK0eKhf5EZUZk2UiIgIASHNOWNYru2j1zqOpvUCacyCU4B4roWggHL47vZCovGCyTEREkFJ11reGcbIstHrnDhaOsp1sJ6V01itrg7deOZ8U4CI/ojJiskxEROG9uO9KUpZ9v2W7FcJhD9KT+9wJofFa6QlRecVkmYiIwnpx35WEooFqLtsWcqrVFDpjpdFBmry7ZR5RecNkmYiIIC15Yb24z0UXAbWsdcsmA0SolKtodM7SE9UR6EiIQhaTZSIicm4xFioJYBkIRQth93zRm5TSOTOti/ByZL7hLKuRgN0S6FCIQhaTZSKick6q4b+470pSOLd+84jNDCFV577NIUT19PUSEZNlIqJyz1FOFvddJhQdpId1y8565dAaJ6HRA2but0zkKSbLRETlnLRZQmfBmjdo9VCNBkjpwas2ZYdOvXI+rR6qOdez10tETJaJiMo7ac2DEMF7bLO3CUUDIR2lruOVUoVqzg2J/ZWvJIQCoarcb5nIQ0yWiYjKOWnOA7QhNltaRhICqsVYuifZLBBShly9MnC5Trus+0sTlVOh9xtPRERe41rcp5SfmWXgch1vKbeQU61G54l4IUgoWueOJ0RUakyWiYjKM7ulXC3uc9HqoFpyIVW15M8xZkNoQ2PLuAK0ekgLF/kReYLJMhFROSbtVpTHdV/OUgoJ2Eq2pZpUVeex0ZrQqlfOJxQtYLNAOmyBDoUo5DBZJiIqx6Q1z5lIlUMCAqqlhPsP20yADO0ZeAkFsPFwEqLSYrJMRFSOlcfFfS7aCEhjZomaqhYThBK6iTIACEVAtZZyUSMRMVkmIiqvpKo6T7IrrzPLWj2kzQzpsF+7sSkL0IRovXI+jR4weXYYC1F55ve/kAsWLMDnn3+Ov//+G6mpqUhISAAA9OzZE3q9HhERzj9Gjz/+OG699VZ/h0dEVH7YLRAQIV1aUGZSAjYzoKlUdBPVDtVqhIiI9mNgPqBxLmpUVBVC4VwZUUn5PVnu1asXHnroITz44IMFHlu6dKkreSYiIt+SditkyB3e7F1C0UA150BToehkOb/ON9TfVDjjl87DWPSRgQ6HKGT4PVlOTEz09y2JiKgQ0lJ+F/e5aCMgTdlAbM0im6jm3JA8iKQwEoBqNUHDZJmoxILqr+Tjjz8OKSXatGmDadOmISYmplTPj48vZmaACqhWLcQ/UgwQjptnOG6e89XYmcwqRGRliDBd4BcXV7FE7exGAyJj9VB0hdckm8x/Q0TEhcU4qVYBJUJFRDE/U/xd9QzHzTOhMG5Bkyx/8MEHqFmzJqxWK1544QXMmzcPCxcuLFUf6em5UNVyuGGoB6pVi8bFi9ygvrQ4bp7huHnOV2MnVRX2CxkQFaIhRPjtvRsXVxGZmSXb+UE1GZGruwQlsuAEjXTYYb+Qfvmx0B8nqTogM85Dq8QXWlbC31XPcNw8E4hxUxRR6snVoPlcqWZN50dger0eDzzwAA4ePBjgiIiIwhgX97kIjc5ZilEYm9m/wfiYUDQQ0gE4rIEOhShkBEWybDQakZPjfGchpcTWrVvRpEmTAEdFRBS+pN0CCX4SBwDQ6qEaDZCFHGWomnMhFE0AgvIdKQHJw0mISszvZRjPP/88vvjiC1y6dAkjR45EbGwsli9fjsmTJ8PhcEBVVTRq1Ahz5871d2hEROWGNOdBaIKmEi+ghKIBpMO5S4Sugttj0pQNaEN8f+WrCEULackFCik7IaKC/P6Xcvbs2Zg9e3aB65s2bfJ3KERE5Za05AGa0F+w5i0SAqrFCM0VybK0W53lKhXCLKnU6iFNOUBsoAMhCg1BUYZBRET+I1UHpN1Sbk/uK4zQ6ICr6palzRyWhSpCo4W0WUp2ciERMVkmIip37FYIKbm470paPVRzLqSqui5Jcy6ECNM3FALOshMiuiYmy0RE5YxzcR9dyXnoiARsJtc11ZgN6PSBC8qHBBSoFtO1GxIRk2UiovKGi/sKJ4RwJZDSboVw2ML3hEOtDjAXsV0eEblhskxEVM5ISy4X9xVGEwFpzAQQvvXKLhodVIsRUqrXbktUzjFZJiIqR/IX9wkmywVpdM4kWbVDmgxhPUZCKBASAPdbJromJstEROWJ3Qou6yucEAKQEtJqgmoyANrwrFfOJyGhhtkJhUS+wGSZiKgckXYLCjmoji4TigZqbgaEwx52J/ddTWh0gDkn0GEQBT0my0RE5Yg053JxX3G0EZCW3PCuV853ebs8Iioek2UionLEeXJfeJcXlIXQaAFr+ajpFooGwmF3nlRIREViskxEVE78s7iPM8vFEZExwBXHXoczCefOH0RUNCbLRETlBRf3lYjQaMvN6YZC0UBajIEOgyioMVkmIionVJuZi/vInVYPaTIEOgqioMZkmYiovLDklYtaXCo5odFB2p17SxNR4ZgsExGVE87FfUyW6WqCh5MQFYPJMhFROcDFfVQUIQDVagp0GERBi8kyEVF5YOfMIRVB0QMmHk5CVBQmy0RE5YBqswDcC4MKo9VBteZBSjXQkRAFJX4eR0RUHljyIBT+yaeChFAAqQI8nISoUJxZJiIqB7i4j4ojJQ8nISoKk2UiojAnVTsX91GxhEYHac4NdBhEQYnJMhFRuOPH63QtWj1ULvIjKhSnGYiIwhwX99G1CEUDOGxQ+caKqADOLBMRhTsu7qMSkAKQVtYtE12NyTIRUZiTllxAy8V9VDwhNHCYWLdMdDUmy0REYcy5uM/GmWW6No0Wkif5ERXAZJmIKJzZrQBkoKOgUCA0l+vbiehKTJaJiMKYajWDi/uoRBQNpM0KKfnmiuhKTJaJiMKZlYv7qGSEEJBQAdUR6FCIggqTZSKiMCYteVzcRyUmAEC1BzoMoqDCZJmIKExxcR95xMFkmehKTJaJiMKVzQKw/pRKSbIMg8gNk2UiomI4Mv+GtBoDHYZHVJuFa/uodIQG0m4LdBREQYXJMhFREaRqh5pzEWpuRqBD8Yw1D0JhvTKVnFAUwM5T/IiuxGSZiKgI0mIEpICalwkZgnWcqpkn91EpKVrAzr2Wia7EZJmIqAgyLwNCFwEAUE2GAEdTOtJhB7i4j0pJaDRQbdZAh0EUVJgsExEVQqp2qKYcQKuH0FWAzLkYWoc12C2AYMEylY5QNIBqg5RqoEMhChpMlomICiEtRgASQigQGp1zZwmbKdBhlZjz2OIQSu4paAgpeDAJ0RVK9PlcRkYGzGYzatWq5bq2du1a/P777+jSpXyNstMAACAASURBVAt69OjhswCJiAJB5mW5L45TNFDzMqHRVwxcUKVhyeXiPvKMkM69ljX8+SECSjiz/NRTT2HFihWur19//XU888wz2Lx5MyZMmICtW7f6LEAiIn+TqgOqKRu4XK8MANBHQs3NhAyR081Ucx6g1Qc6DApBEuDMMtEVSpQsHzp0CB07dnR9vXbtWowbNw779+/Hgw8+iJSUFJ8FSETkb9KSh/wSjHxCKICUUE25gQushKTDDuGwOetPiTwQKm8KifyhRMlydnY24uPjAQC//fYbLl26hIEDBwIAevXqhePHj/suQiIiPytQgnGZ0EVA5lwMQESlZLdAcnEfeUgIDaSN28cR5StRshwbG4vz588DAPbt24fq1aujQYMGAAC73Q5V5apZIgoPhZZgXCa0esBqgrQG90I/Lu6jMlE0zgWtRASghAv8OnXqhGXLliEzMxMpKSno3bu367G//voLtWvX9lmARET+JK1GQLqXYLhRFKjGLGj0kf4NrDTMuRAa1iuThxQNJA8mIXIp0czyE088gZo1a2LRokWoW7cuJk6c6HosNTUVrVu39lmARET+JPMynVvFFUUXCTU3HTKIF0CpljzuZECeUzSQdh5MQpSvRDPLVatWLXIR3zvvvAO9njMYRBT6pOqAajRARBS9PZxQNJBShbTkQUTG+DG6knEt7gvmmW8KakIokKodUlUhFB7HQFTq34Lz58/j559/dtUwV6pUickyEYUFZwmGWnQJxmVCEwGZc8lPUZWS3QIZ4mv77Cd/gv3ssUCHUa4JIQDuiEEEoIQzywCwadMmLF26FGfPnnVdq1mzJh577DEMGDDAJ8EREfnTNUswLhO6CEiTAdJmgShkIWAgqTYzBEIzW5ZSwn7sa9iOfQXoK0LT70Zufxcgzr2W7QA4GUZUomR51apVeP7559GpUydMmDABVatWxaVLl7BlyxbMmjULubm5ePDBB30dKxGRz5SkBMONIpwL/Spf59vASsscmvXKUkrYjuyE/bc9UOJqQ838G47zv0Nb86ZAh1Y+SeEs6Ql0HERBoETJ8ttvv42BAwdi/vz5btfvu+8+zJo1C8nJyUyWiSi0WU0lKsFw0VWEmnMRSnS1oKrrVC25ENrgmu2+FiklbL98Dvuf+6Bt0Aa6lv1g2rYEjrQfmSwHiBDO+nciKmHN8qVLl3DnnXcW+thdd92F9PR0rwZFRORvqjELQlPiyjRneYDqgLTm+TCq0pEOW8id3CelCttPW5yJcqP20LW6C0LRQlu3JRznfrt8miL5ndAA/8/efUdHftZ3339fvzJVGvWVVtIWb9UW767bet0rhtyAAVP8UGyH5E7ykDjAQw45EEhuTpJDTE5CQmIwB4d6A8EBGwOmGFxwxWbX3r6rbd5V713Tfu16/hiV1arNjGYkrXS9zuFgSzO/uTSWRl9d870+Xyex0KtQlEUhrWJ506ZNNDY2Tvm5hoYGNm7cmNNFKYqizCfpeXjRfjADGd1PGH7k4CI66OdYF9XkPik9rP0/wzm7D2PjdZiXviV1sAww1uwE6eE0H17gVS5Tmg62io9TFEizWP7MZz7Dww8/zC9/+UtcN5Ut6rouv/jFL/j617/OZz/72bwuUlEUJa/STMGYxPAjE0OLJpP2YjrcJz0X67Uf4zbsx6i7CXPb7WOFMoAWqUQrrsZpOLCAq1zGVNayooxJ6z3Hj3/84wwPD/OJT3wCXdeJRCIMDg7iui6hUIiPf/zjY7cVQvDss8/mbcGKoii5lmkLxighBJ4QeLFB9Eh5HlaWoYvkcJ/0XKy9j+K2HsPcehvm5humvJ2+Zhf2wV/gDbSjFVXN8yqXOU1DJhf3WHdFmS9p/Xa45pprJvzFryiKslSMtmCknYJxAeELjhz0K818ZzrHLobDfdJ1sH7/Q9z2E5iXvhlzwzXT3tao2Z46+NdwAN+Ot8zjKhUhNCQgPQehZf6HpKIsJWn9BDzwwAP5XoeiKMrCsGJAFi0YI4RmIN0oJGMQKMjt2jIgXRvhOQgtu6J/PkjXJvnqI3gdpzF3/i/MdbtnvL3wh9CrNuM0HcLcfrsq2uaZQILrgnrelWVu8eQdKYqiLAAv1o8QcysGhO7DG17gVCDHSg2SWKSkY5H83ffxOk7ju+zOWQvlUcaaXWDFcNtP53mFyoXGB5MoyvKWdrF87Ngx7r//fq6++mq2bt3K0aNHAfjiF7/I888/n7cFKoqi5Iv0PLxYP/gyS8GYxAwgYwMLeiDKs+KL9nCftBMkX/4uXtc5fFe8C2Pt5WnfV1uxHvxh3EZ10G/eyVR/uaIsd2kVy/v27ePuu+/mjTfe4O1vfzue5419TgjBD37wg7wtUFEUJW+yTcG4gBACKQRefDBHC8tCcnEe7pNWnORL/xevtxnf7vdgrN6Z0f2FpqvM5QUihKYSMRSFNIvlf/3Xf+X6668fG299vm3btnHs2LG8LE5RFCWfctGCMUqYqYN+Ui5MM4S3CItlmYyRePHbeAPt+K5+H0bNtqyuM5a53KQyl+eVpoGdXOhVKMqCS6tYPnbsGO9///sRQkxKxSgpKaG3tzcvi1MURckXKUdaMMzcpEcI3QDXHjkwOL/GD/ctnsl9MjFM4sVvIYe68e/5f+Y0tnosc1m1YswvTQe1s6wo6RXLfr+fRGLqsZddXV0UFhbmdFGKoih5Z8XBc3NaYArNwBtegM0DO8kCbWhPyYsPknjhW8hoH/5rPoBeOfcpr/qaXciBdrz+thysUEmLpiNdtbOsKGkVy5dffjnf/va3x6b3AWM7zD/60Y/Ys2dPflanKIqSJ15sIPdRZGYAL9aPdOc3QcCzE4smC9+L9ZN84ZvIxCD+az+EvmJdTq5r1GwHTcdpPJiT6ylpEKkpfgvVWqQoi0VaxfLHP/5xjh07xjve8Q6+8pWvIITgxz/+Mffccw8HDhzgL/7iL/K9TkVRlJyR0sOL9oI5xxSMCwihgZR48YGcXndWi6Rf2Yv2pgplK4b/unvQy9fk7NrnZy5LFWc2L4QYyVdRiRjKMpdWsVxXV8d3v/tdysrK+OpXv4qUku9973sAfPe732XdutzsHCiKoswLKw6el5ceX+ELIoe653U3bjEc7vOGukk+/02kbRG4/j700lU5fwyVubwApFBZy8qyl/Z7kNu2bePb3/42yWSS/v5+IpEIwWAwn2tTFEXJi1QLRn4OwwndRMYHwI6DL//T9KRjIVwHMQ+PNR1vsJPEi98GKQnc8IdoRZV5eZxU5nIBbuMBjOrsDwwq6ZMArgML/8aFoiyYtHaWP/3pT9PU1ASkDvtVVlaOFcotLS18+tOfzt8KFUVRcihfLRgTzOdBP8dCLuAwEm+gncQL30IIQeCGD+etUIaRzOXVO1Tm8rySqu1FWfbSKpZ//OMf09fXN+Xn+vr6ePzxx3O6KEVRlLzJYwvGGF8QL9o3L0VG6nBf3h9mSm5fS6pQ1g38N3wYLVKR98c0Vu9SmcvzSGhqMImizG1sFdDd3U0gkMcdGkVRlBzy4oN5zyMeP+g3nNfHASA5vCD9ym5PE8kXv4MwA6lCuaBsXh5Xi6xAK1GZy/NG6OCo+DhleZu2Z/k3v/kNv/nNb8b+/T//8z8pKSmZcJtEIsFrr73Gtm3ZTWVSFEWZT1J6eMO9iDRbMJzmwzinX8F/w4dTQ0cyIMwAcqgLwsXZLDUtUkq8RBThm9/zI273OZIvfw8RKMR/w31owaJ5fXx99S7sg7/A629DK145r4+97Gi6muKnLHvTvvq3trayb98+IBUfc/z4cXw+34Tb+Hw+LrvsMj7xiU/kd5WKoii5YMVBpjeIRHou9pGnkPEB3M4zGCs3Z/RQwvAh4wNIK56/Yta1EZ6X2smeJ27nGZKv/DciVELg+nsRgfkfSmXUbsc+/CRO40F8qljOL03Hc5IsntmQijL/pi2W77vvPu677z4Abr31Vr7yla9QV6dOHyuKcvHy4oMIkd6vfbfxYCrVQmi4zUcyLpaBVKER60fPV7HsWEiYt+N9bvtJkq8+gigsJ3DdvQh/eJ4eeSLhC6GvTGUum9tvz/1wGWWM0HSk6yDl/P5RpiiLSVrf+c8884wqlBVFuahJKVMJFWm0YEjPxT75IqKoCn3NLty2+uwOOflCeEM9yDwNdfCs+Tvc57QeJ/nKD9AiKwhcf9+CFcqjjNWjmcunFnQdy4FApOLjFGWZSqtYfuqpp3j00UfH/r2lpYW7776byy67jI9+9KNEoyrCR1GURc6Og+ek1YLhthxFRnsxN9+IUXspuDZuR+ZFWWonzstfzFlyCHTf7LebI6f5CNbv/wetpBr/9fctaKbzqPMzl5U8E1JN8VOWtbSK5Yceeoje3vHM0AceeID29nbuvvtu9u7dy4MPPpi3BSqKouSCF0svBUNKD/vEC4jCCvTqOrTyNamirPlIVo8rdH/qoF+OSSnxkjEw8puE4TQewNr7KFrpavzX3pP24ch8G89cPoVMzkPqyDImQWUtK8taWsVyU1MTmzen+vUSiQTPPfccn/rUp/jUpz7FJz7xiQmpGYqiKIuNlHJkEMnsvcNuaz1yqAtz840IoSGEhlG7LTUIw05k/NjC9CMTUWSuEwXm4XCfc3Yf1muPo624BP+1H0SY/rw9VjZU5vL8kY690EtQlAWT1qtsMpkcy1Lev38/ruty/fXXA3DJJZfQ2dmZvxUqiqLMlR1PjYSeZWdZSol94nlEuBS9djwSU6/ZDp6L23Yiu8fXBF5s6sFOWXMsZGoYcV7Yb/we68ATaJUb8e95P8LIf7tHplTm8vwQQgc1mERZxtIqlmtqanjttdcAePrpp9m2bRuFham4oJ6enrF/VhRFWYy8+CBos7/cee0nkQPtmJtvmLBjq5XWIkJFOFm2YmCG8Ia6kZ6X3f2nkDrcl59dZS8+gH3wl+hVm/DvuRuxAENP0qWv3oUc6MDrb1vopSxdmhpMoixvab3S3n333Tz44IPcddddfP/73+c973nP2OcOHDjA+vXr87ZARVGUuUilYPTNmoIxtqscKkJftWPC54QQ6DXb8TrPIJOxjNcgNB08L7e9tcmhvE3ucxsPARLz0rcs+lg2o3Y7aLraXc4nTVcjr5VlLa1Xwfvuu4+SkhIOHjzIvffeyzvf+c6xz0WjUe666668LVBRFGVO7ATCtWYdDOJ1vYHX14K5661TtmsYtdtxTr2E23oM45IrM16GMHzIoW4IRjK+74VGD/flY9iJlBKn8QBa2Rq0gtKcXz/XxjOXD2Nuf9OiL+4vSpqOtOILvQpFWTBpv6rceeed3HnnnZM+/vd///c5XZCiKEouefFBSGMQiX3ieUSgEGP1ZVN+XhRVIQrKcJqPZFUsY/iRiSGkk0QYczwo59oI6ealDcPrbUYO92Buuj7n184XY/Uu3JZjuO2nMKq3LPRylhwhNKR0kV560y8VZalR43gURVmyxgaR+GZuwXC7G/C6GzA2XofQp95DEEKg127H6z6HTAxlvBYhBAiBFxvI+L6TjEzuywe38QDoJnr11jw9Qu6pzOX8EwhQ8XHKMqWKZUVRli47gXDtWd+at088D/4wxtrLZ7ydUbMdAKflaHbr8QVTE/3k3A76eVYCkYeXb+naOM1H0Ku3LrqYuJmozOX8k6Cm+CnLliqWFUVZstJJwXB7m/E6z2BuuGbWeDQtUoEoqsx+QIlmgGdDFocEJ0jk53Cf21oPThJjza6cXzvfVOZyvsm8jW1XlMVOFcuKoixJYy0Ys6RgOCeeBzOAcclVaV3XqNmO19uMF80uN1loJt5wT1b3hZGvy4rmZXKf03gAESpOTS28yKjM5fwSCKSrBpMoy9O8Fstf+MIXuPXWW9m8eTMnT54c+/jZs2e5++67efOb38zdd9/NuXPn5nNZiqIsRWm0YHj9bbjtJzE37Em77UCvTbViuNm2YpgBZGwg+ygu10bI3E/u8+IDeJ1n0FfvzOtUwHxSmct5JFTWsrJ8zesr4m233cb3vvc9ampqJnz8//yf/8MHPvABnnzyST7wgQ/wd3/3d/O5LEVRliAvMQSamPE29skXwPBhrLs67etq4RK0kpqsB5QIIZBCpFpEspGnw32pbGUwVu/Mw9Xnh8pcziNNh1yPbFeUi0Ra0XGWZfG1r32NJ554gra2Nixr4o6IEIJjx47Nep0rr5wct9TT08OxY8f45je/CcDb3vY2/uEf/oHe3l5KSxd/xqeiKItPqgWjB2FMn0PsDXbhthzD2HRDxnnFeu127MNP4g11oxWWZ7w+YQbxBrvQCspSKRkZ8KxYzg/3jWUrl69BC1+8r7upzOU6nKbDSPcdC72cpUUNJlGWsbSK5X/+53/m+9//PjfeeCN33HEHPt/Mh2Ay0dbWRmVlJbqeym7UdZ0VK1bQ1tamimVFUbIz2oJhTl8E2ydfAN3E3LAn48vrNduwDz+J23IEre7mjO8vdANpxcCKgT+c2Z0Tue9X9nqbLrps5emkMpePkmiuh8i6hV7O0qHpyGQcKWXGf+ApysUurWL5ySef5C//8i/5yEc+ku/1zElZWcFCL+GiUlFRuNBLuCip5y078/m82X0x7KIweig05eedwR5izYcp2Ho9RVUVmT9ASYiuqnV4rcco3vMHWRUPXgg0M4G/omrW244+d1JK4kMSLVCU077ivqNHEIaPsm1Xol1EkXFTkUXbaT9QSOzUa5Tdvn2hl3NRKimZ5ucm5hAqC02bRb7cqd8N2bkYnre0vuNjsRi7duUnSmjlypV0dHTgui66ruO6Lp2dnaxcuTLja/X0DON5+YrqX1oqKgrp6sp8sMJyp5637Mzn8yalxG1vBGEgpoloS77+axAa7urd9PVlF+Mmq7bgHPg5vQ1n0YpmL3gnr9ND9rZiyAhihhi485876Vi4/cOIQO4KZelYxN84iF69hYFhF5hjrN0ioNXuIHH6d/S2dyL8ahMlEyUloWl/JmQiTrSj/6LK4J4v6ndDdhbiedM0kfHmalqvuLfccgv79u3LalGzKSsrY8uWLTzxxBMAPPHEE2zZskW1YCiKkh0nCY417e6XF+vHbTyIsfZyRCD7HQ2jeisIMYeDfhpImdFBP+kkc364z20byVZeffFlK0/HWL1TZS7ngZSoKX7KspTWzvI999zDX//1XyOE4KabbqK4uHjSbVatWjXrdf7xH/+RX//613R3d/PhD3+Y4uJifv7zn/O5z32OT33qU3zlK18hEonwhS98IfOvRFEUBfDiw8D0bRHOqZcAMDZeN6fHEf4wWsU63OYjyK23ZdWKIXxB5FA3Mlya1v2lFc95rNvFnK08HS2yArN8FU7Dfoz1e1SPbQ5J15nhp0tRliYhpZx1o6Kurm78DtO86Bw/fjx3q8qSasNIn3rLKDvqecvOfD5vTtsJENqUrQ0yMUT8yX9HX7UT/+V3zv2xGvZjvf4T/Df9b/TS2qyuIeMD6FUbEb6p+0TPf+7czrNI10IYuXkb3IsNkHjy3zDqbsK35ZacXHOxMNsPMvC7HxO45c/QijNv61uuZm7DGEYUVaFHMk+AWerU74bsXCxtGGntLH/+859Xf5krirLoSTsBdhIRjEz5efvUy+B5OUt90FfWgfYEbvORrItlNANvuBe9dOpiedTo5L7piupsuE0HgYs7W3k6oXU7GXj1pziNB/CpYjk3NB2cxEKvQlHmXVrF8l133ZXvdSiKosyZFx+Gaf6wl8koztl96KsuRSvIzZkI4QuiV27AbTmKvPSO7FokfEG8aB9acdWM0wZxLYSUOWvDkFLiNFz82crT0fyjmcuHMLe/aebnVkmPpqb4KctTRq+6UkpOnTrFvn37OHXqFGl0cCiKoswbGe0BMzDl5+zTr4BrY266IaePqdduRyaG8Hoas7r/+EG/4RlvJx0LmcPjfV5vEzLau6QO9l3IWL0LrDhu+6mFXsrSoOl4thpMoiw/af+p/cMf/pB///d/p7e3d+xjZWVlfOxjH+O9731vXhanKIqSrplaMKQVx3njVfSarWiRLHKVZ6BXbQbdTLVilK/N6hrCDCCHuiA8+fD0qFwf7nMaD4Buotdszdk1FxttxTpEoAC34QBG9ZaFXs7FT2jg2WowibLspFUs//SnP+Vv//Zvueaaa7jzzjspLy+nu7ubn/3sZ/zd3/0dwWCQt73tbfleq6IoyrS8xDBSTJ2D4bzxKjgW5uYbc/64wvChV23CaTmGueMPEJqe1TVkfCBVEE83ejsxDDPkMWdCOhZu81H0mq05Oyy4GAlNR1+1E+f0y6nDaQGVuTwXYwWy5+Tse1FRLgZpbVP813/9F29/+9v55je/ybve9S5uuOEG3vWud/GNb3yDt73tbTz88MP5XqeiKMqM5HDPlOOtpZ3EPv0KetWmrIaHpEOv3Q5WDK/rbPYX0Qy8aP+Un0od7ovlrEBZitnK00llLkucZpW5nBNSgKuylpXlJa1i+ezZs9x559QxS3feeSdnz87hF4SiKMocSTsJTnLKuDjn7F6wExhZ7ip7sX6kM3Ofpl65AQx/1gNKgNRBv+EepOdO/lyOD/ctxWzl6WiRFWglNTgN+9U5mxyQQsJU36OKsoSl9cobDodpb2+f8nPt7e2Ew+GcLkpRFCUTXmIIOUUDhnQs7FMvo61Yn1W0m7SiqcEhs8RlCd1Er67DbT2OzHLXLXXQz8OLT84czeXhPi82gNf5BvrqnTkfcLJY6at3IQc7kQNT/x5TMiPVFD9lmUnrlfLGG2/k3/7t3yaNvN6/fz9f+tKXuPHG3PcBKoqipCvVgjE5BcM59zpYsax6laXnIj0PragKkUadatRuByeJ23E648caJUw/crh78lqSMYTIvBd6Kks5W3k6Ru120PTUoUZlToTQU+/kKMoyktYBv09+8pMcPHiQe+65h8rKSioqKuju7qa9vZ3Vq1fzyU9+Mt/rVBRFmdJYC0ZgYgqGdG2cUy+hla9Bz6LdQCaH0UprEYFCpBAgvRl3YrWKdeAL4bYcwaium/Z2MxGGH5kYRNqJicV/MjeH+5Z6tvJ0hC+oMpdzRdNhlrYkRVlq0tpZrqio4PHHH+czn/kMu3btoqCggJ07d/LZz36Wxx9/nPJyNfpSUZSF4SWHp2zBcBoPIBND2e0qW3GEP4wWLkFoGpo/DK49432EpmPUbMVtOzFrj/MsF8KLjR/0k9LDs+Kgz73AG89WvmzO17rYqMzlHFGDSZRlKO1X32AwyIc+9CE+9KEP5XM9iqIoGZHDvZPiz6Tn4px8Ea2kJrXjm8n1pAeujV6xdnwnORiB/jaYJWZNr92Oc3YfbvvJ1Fv/2TCDeEPdaIUrEJqGtHN3uG88W3n5ZQ6rzOUcERqekyQ3TUGKcnFYHqc7FEVZkqSTBCuOMHwTPu42HULGBjDrbsp4eIJMRhFFlamDfVLiuB7ayD/PRitbjQgU4s4hFUNoOngeMpma6CftJLkIcUhlKx9Br9m2pLOVpzOauex2nEQmZp6WuJCk9BZ6CTMSmg6ug/QW9zoVJZem3Vm+7bbb+PKXv0xdXR233nrrjL9whBA89dRTeVmgoijKdFKDSMSEJgwpPewTLyCKqtAqN2Z0PelYCMNEK0y1lv38dw08ubeRB/50Nz4hZp1cJoSGXrMN5+zeyX3HGRCGDznUDcEIbjKG0Oa+r5HKVrYw1iz9bOXpGKt34px6Caf5MOaGaxZ6ORNI18Y+8huchtcJ3PynaJEVC72kaQlBajCJ5pv1toqyFExbLO/evXssEm737t1qtKWiKIvOVC0YbvNRZLQX3+73ZfS6JaUEK45euR6h6bT1RPnpS2dxXMkLhzu4bVUw1bdszFwg6LXbcc68gttan3VhKsxAaqKfk8SzhnJyuM9pGMlWLls952tdrM7PXDbW71k0v9e8wU6Se3+EHOwEwGk+jG/rbQu8qulJSBXLqGJZWR6mLZb/6Z/+aeyfH3jggXlZjKIoSrrGWjCC4ykYqV3l5xGFFeiZJlIko4hIOfjD9A8n+eYv6hEIdA2On+tja2mEKl8MfZZiWSupQYSKcVqOzG0XV2h40X48MffDfV6sH6/rDcy6m5dNtvJ09DW7sA/8HDnQhiiuXtC1SClxz72OdfiXoPvwX/NB7FMv4bbWwyIulpEC6blTjpZXlKUorVfNBx98kI6Ojik/19nZyYMPPpjTRSmKosxmtAXjfG5rPXKoC3PzDRkVhdK1kZrACpRxtm2QFw60crplgGu2V7K6soCW7ihDjklnbxR3ll5NIQR67Xa8zjPIZDSrrw1ITfQb7AJmjqxLh9t0CAB9GWUrT8eoGclcbljYzGVpxbF+/0OsAz9DK1tN8LaPoFdtRK+uQw514Q1NztteLIQA6cycDqMoS0lar8Bf/vKXZyyWv/zlL+d0UYqiKLO5sAVDSpnaVQ6Xotdsy+haTnyYHko51TpMLGHz/KE2SiN+dm4oZ+vaUnoHk7i6j4Tl0tYTm7VgNmq3g5Q4rcez+tqAVBaw9OY8onk8W3ktWrhkTtdaCsYzlw9nPW1xrtyeRhLPfBW3rR5z25vwX/shRKAQAH1l6h0Rdw7fO3knNJW1rCwraRXLM71YDw4O4vOpviVFUeaPdKxJKRhexynkQDvmputTJ/bTuY6URAf6aRrU6EqYFARNDr3RS89ggjfvXoWha1y2MXXY70zbMIFwAclEktbumQtmEalEFJTPKRUDQPhD6IHwnK4xnq28fA/2XchYswvsOG77yXl9XCk97PrnSD7/TdA0/Df+Eeam6ya8c6CFitGKq1MHMhcrlbWsLDPTNsK9+uqrvPLKK2P//oMf/IBnn312wm0SiQTPPfccGzZsyN8KFUVRLuAlhpAw1jMppcSufx4RLEq71cCyXbr6hokNR9GrNlLo9zEUs3j+QCsba4u4ZGUEx/G4ZGWEgqDJ6ZZBrqiOEHK7iTsGdbNJLwAAIABJREFULd1RqsvCGPrkPQchBEbtduz63+LFB9GCkSlWMDuhGQjdALLfxXMalm+28nS0FetTEX+NBzBqts7LY3rxAax9j+F1N6DXXopv11unTUvRq+uwjz2DFx9ACxbNy/oyoqmR18ryMm2xvHfvXh566CEg9cL/2GOPTbqNaZps2LCBz372s/lboaIoygXkcO+EQsPrOovX14y5862z7ip70qN/2KJ3IIHpDhOqqMXzp6719GstuJ7kzbtXYdkuxQUBhBBsrC3ieEMfrlGJLiUBv07CcmntiVJdFsLQJz+mXrsNu/63uC3H0Dbsye0TkCbpWLgtyzdbeTpCaOirduCcfhmZGEYECvL6eE5rPdbrPwHPwXfFO9FX7ZwxiUNfuQX72DO4rfVo66/O69qyoulz68dXlIvMtMXy/fffz/333w9AXV0d//M//8OOHTvmbWGKoihTGWvBOG+31j7xPCJQMGv6RCxh09EXw3UlQd1F8xfiBIsBaOoc5tCZHq7fUUVpJMBQ1KYwlIps27q2hP2numkd9Fg7cq2ATydpubR0xaipmFwwa4UViKIq3OYjmAtULM8lWzmWdLAdl6Lw0iyyjdW7UpnLTYcwN16bl8eQro19+Nc4Z/ciilfiv+o9aAVls95Pi1Sk2nja6jEXYbEshIYkNSkz3ZYnRbmYpdWzXF9frwplRVEWBS8xzPmnKNzuBrzucxgbr0NMk0dsOS5tPVGau6LouiAU0NGkhVtYlYpo8yS/fKWRSMjk+ktXjtxLEvCl9hO2ri0FUn3L0vCPZMyC36fjSY/mrii24056XKN2O15fM160L2dffyayyVb2pKRnME5z5zD9Q0v3rXYtUpHKXG48MOdDlFPxBjtJ/PZhnLN7MTZcQ+CmP06rUB6lV9fhdZ9DJmM5X1suCOTYz4GiLHVpFcutra2z/k9RFGVeRHsR5vhup33iefCFMNZeMemmnpT0DSVobB8ibtkUhAwMXUNYUbzwCqQZBGD/qW7ae2O86apV+Ewdx/Hw+wxMI/USWRoJsKIkyButg3j+AoQ73kPs9+lIKWnpjmJdUDCPpnLM9aBfNkazlY3Vu9KOnrMcl9buKL2DScIBA9vx8PJQSC4W+ppdyMFO5EBbzq4ppcQ5u4/Eb7+GTEbxX/tBfJe+OZVuksnaqreAlPN+CDFdEmCB0kQUZb6l9dM727hrgOPHF3HMjaIoS4J0LGQyihg59OT2teB1nsHcetuEZAxItRF09sWwHY+Q32CsXnQt0E28UGq3OJ50eOb1FtZUFbJ1bSpaLem4lEXGe6JNQ2NNZSGvnegkwUrCnjdhd9vv07Fsl+auYWrLC/CZqbemtXAJWkktTssRzM035OdJmUam2cpDcYvO3hiaJggHR341CHAcF585t6Eoi5VRsx370K9wGg7gy8GAEmnFsfb/FLf1ONqKdfiveNdYJFymtOJqRDCC23p80Y4oV4NJlOUirVfAz3/+85OK5f7+fp599lmam5v58z//87wsTlEU5XxeMopEjP2Cdk48D2YAY91VY7exHZfewQQDURu/Txsv/ACkRDgJ3JJLUvFXwLP7W0hYDm+5etXY65znSgqC48W3JgQbaovYW9/J2W6bbcHJa/OZOrbt0dw9TE15GP9IganXbsc+/Cu8wS60SEVun5BpZJKt7Hoe3QMJBoYtggEdXZv4Wm+7Et/cp20vSudnLpvb7xhJHsmO292Ate9RZGIYc/ubMDZcM6dhMkKI1NrOvY50rEl/DC40gUidH1CUZSCtV4a77rpryo9/+MMf5pOf/CRNTU05XZSiKMqUzmvB8AbacdtOpEY4mwE8KRmMJukZSCBGdkcvfENM2DG8YCnSl8oubu+N8dqJLq6qW0FlSej8WxLwTTy4tKGmCNPQONMeZdsGEzx3rOAeZZoaOKke5tqKVMGs12zFPvwrnJYj+CK35PwpmcpotrK5+cYZb5e0Hdp74tiOO/XzJVIRe+HAEq2WSWUuuy1HcdtPZhUjJ6WHc+J57OPPIcLF+G/6Y/SSmpysTa/egvPG73E7Ts9bxF3aNB1UfJyyTMxthipw55138uijj+ZiLYqiKNOSjpWK+RqJQLNPvACGD2P91cQth6bOYbr6E/h9OgGfPqnww3NACLxwandXSsmvXm0k6DO4adf4W/C24xIM6JPykyNhH7UVYc60DOL5Cyf0LZ/PNDQMXdDcFSVhOWjBCFr5WtzmI3k5SDaV2bKVpZT0Dydo7BgGIQlNUSgDGJpGwl7afannZy5nyosNkHzh29jHf4u+6lICt/y/OSuUgdTBTF8Qt20Rtjlqupripywbcy6We3p6sCz1A6MoSn6NtmAAeENduC1H0S65is6oR1PnMCAJBw00beouSs2K4RauhJHEjCNne2nsGObWK2oI+sffZEvaHpHw5Le8/abO2qoIfUNJepIjO8vTGC2YW7qGSVgOeu125HAPcqB9Ds9AembLVnZcj7aeKJ39CUL+8UOMU9F1QSI5/de5FIxmLrsdp5CJ4bTv57QeJ/HMQ3gDbfiueBf+K++acPA0J2vTdPSqzbjtJ5GLLXlC05Gu2llWloe02jD27t076WO2bXPy5Em+9rWvccUVk0+hK4qi5NR5LRjWiReQmkFb4Xa8uEM4MPXO6Chhx/ECEaQ/lc1s2S5P7Wumuiw0Ns56lOcxZduBaWisrkoNrzjTaVExSwqYaWgIAc1dw1RXbAIhcJqP4CteOfMd52imbOVY0qG9NwoSCoKzv/xrmsB1Ja7noWtz3ltZtDLJXE5lJz+Jc3YfWvFKfGlmJ2dLr96C23gAr+sceuUimpYrdKQTQ0o5awCAolzs0iqW77nnnkk/DKNvJ1511VV87nOfy/nCFEVRRknXRiaiECgk3teJ13SYaOUuzFDBtDvJ43f2EJ6LU1DFaEX9/ME2hmI2771l/YTXttQvfib1K0Oq+C0p8FNc4ONMe5Q9FfqUfcvnS7VyCFr7XarL1+G2HEFuuz2vxYXTsH9StvJohF7vQBK/X5tyRPd0JKnd6KVcLJ+fuZw6mDf1fx9vsIPk3keRg50YG67F3HZrxpFwmdJXrAPdxG09vqiKZSFE6pvDc2EOByMV5WKQ1nf4d77znUkf8/v9VFdXU1ExP6e7FUVZvrxEFMf16OuPI448T0houGuvnr1QBrRkFDeyEkbSBHoGErxyrIOdG8qorZg45ng0Zm6qwlATgoDPYO3KCMfO9WJfXolpR5GzTDAzdIHw6fQWrKe06wxeXzN66aoMvvr0pbKVz2JuuXksicFyXDp64yQsZ9re5Nk4jsS/dM/4AanMZfvAz5EDbYgLYuSklDjn9mEfehJMP/5rPzRvhavQTfTKjTht9Zi73jqnhI2cE6TOAqhiWVni0voO3717d77XoSiKMiXPcxnoaqOnz0bYQ6zoOYZVtQPpL5j9zk4S6QvijYy0llLy5O8bMXTBbZfXTrq5bUtKS6eP6Ar6DdZUFnDgVDfNQwaX+NLrI9V1gVe5CXnuaRLnDhHOU7HsNh5MPd6qVLbylNnJGdJ0SNgu4eDSrpany1yWVgxr/89GspPXj2Qnp/G9l0N69Rbc1mN4vc3oGUxjzDcpRWowydL+1lCUuR/wUxRFyZfY0BCNRw/T3dGNz++nuOt1ABKrrprlnqQylV0rdahvZDfuZPMAp1sGuWlXNQWhyb/hPekRmiEmLejXqSkvQAg43ZnZ4SbNF8AuvQSv9RhDsURG902HlBKnMZWtLINFdPRFaeuO4ffp+KdoK0mXoWkkrEV2uCwPzs9cliOT6dzuBhLPfDUVUbj9DvzXfnDeC2UAvWojCA23dbGlYsjFd/BQUfJg2q2GdKb2jRJC8NRTT+VsUYqiLG+2ZdHT2sRQRyu6z0+wqARhRfG1HcJasRUZKJr1GsKO4YUrxkZaO47Hr3/fRHlRgN1bVky6vZQSxOR85fMFfAZ+U6emPMyZtmHetEoH6UGab43bK+rw9Zym6+wpvEs2URTKXXqC19OIjPbBxhto7oziuFNnJ2cqFR+3tBMxRo1lLrfV4w114dQ/jwiX5DQ7ORvCDKCtWIfbVo/cfseiOVAnNE0NJlGWhWmL5d27dy+aH0hFUZYHz/MY7O6mu+kNpOviLyxGjPQl+5v3gvRIrr569gu5NggdLzSeUvC7Yx30DSX50B2bpuxJthyPgqA5Yx+0qWsgYH1NEc8daGVYrKDATSCNwLT3OZ9dug6pmRQOnqKjZxVIKArnpmB2Gg8gdR+t2ipMIQkGctNHKjSQyyARA8Yzl619j4H00FftwLfzrTmPhMuGsXIL1oGfIQc7EEVVC72cFKGylpXlYdpX0wceeGA+16EoyjIXGx6m69wZrOFBzIICdGO8HULYMfytB7BX1OEFZx7fPD7Seu1YUsVA1OLFQ23UrSlmXXVkyrvZtkd50RRzrM9jGhpIybrqCM8daOWNXsGOkgzehtZ92GXr8XWfIrzuNjp6U9FbxQXpFdvTsZMJnOajxEo2EAwF093oTp9IHX7UfUu7WBZCw1h3FfbJF/HtfCvG6p0LvaQx+srNcOBnOK3H8S2WYlnTwVFZy8rSp46wKoqyoGzborelhcGOZnTTR6B4cjHsb34dPIfEqtl3lVOZyiVjI60BntrbhJSSO66c/mCdBEL+mV8SNU3g9xlUjkwJPNNpsaN41iVNYK2ow9dVjznYSLj4Ejr7EiChuDC7gjmWdOg/cYBi18KrvjT3hTKATMXHLQfGphswNl6b90i4TIlAAVrZatzWetgyP2PTZ6XpeLZF9h3xinJxSPtl9cSJE3z0ox9lz549bN26lT179vCxj32MEydO5HN9iqIsUZ7nMdDVScOh/Qx2tuIvLMYMhSfdTjgJ/K2vY5dvwguXT3Gl8y/qgACvYDzS8lzbIEfP9XHdpSspLpz67fTRfOV0DsIFfTqelFyyMsKZtmEkpPqW0+SUrEXqfnxd9QgNwgGDzv4EvUOZHfrzpKRnME5L5zCh7mO4gSLcoskJH7mgLYNJfqOEEIuuUB6lr6xDDnbgDfcu9FKA1IRBPBuZwfe/olyM0iqWDx06xPve9z5effVVbrnlFv74j/+YW265hVdeeYW7776bI0eO5HudiqIsIYlojOYTx+g4U4/h8xGIFI31Jl/I37QX4VokV++Z9bqaFcctGB9p7XmSX/2+ieICH9dun/6ta8v2KAyaaGmc0wgGDBxHsr4mwmDMptMKpXqk06UZWOUbMbtPgeeMFczdAwl6BuNjA59mYjkuLV1RegeTFIgo5kAjVuU25nyabxq6JkjYKvVgoenVWwBw2xZPKoYYjY9TlCUsrT+fv/jFL7Jx40a+9a1vUVAwHpszPDzMhz/8Yb74xS/yjW98I2+LVBRlaXAcm97WVgbbmhCmSbC4dPobS0ng7PMEmvdiVWzBLZicYHE+Ycfx/IXIwHhP8r4TnXT2xXnfLetT/cbTsGyPFSUz9yuP8ps6UsK6lanHOd0DldU2kvQPgdkVdfg7jmD2nsUu3zhWMPcOJJESyiKBaQ9YX5id7Gs4hgDsym1pP36mDD0VH6dGGy8sLVyCKKrCba3H3HjdQi8nRcjUFD9FWcLS2lk+ePAgf/ZnfzahUAYoKCjgT/7kT9i/f39eFqcoytIx2N1Fw8HXGWhrwlcQwTdFy8UY1yJ07CcEmveSXLmTWN0fzHzxkZHWbmHl2O5qNGHz2/2trKuOsHn17I3FwVn6lUf5jFSrRnGhn7KInzOdqZ7jTDglq/HMIGZX/djHhIBQ0KB3KEn3QGLSDrPreZOzk6XE13EUu2gVXhpxetkSAqRMrUFZWEZ1HV5vEzIxtNBLAUa+9VWxrCxxOTkKonYaFEWZTiIe48yBg7SfrkczTQJFxQh9+pcekRyi4OAjmD1niK2/hfiG22fNMdasWKpQNsZ3d595rQXL9njL7lUzvkZ5nkTXUjvG6UjtUKcK2fU1RZzriOJ4pKrJdAkNu3wTZs8ZcMejt4RI7TD3DyXp6o/jjVwzaTs0dQ4zHLMJB42xeDt9sAU90Y9VtT39x54D283wrwIl5/SVqVYMp61+llvOHzWYRFnq0iqWd+7cyVe/+lWGh4cnfDwWi/Hwww+za9euvCxOUZSLl+u4dDU30HT4dWJDAwSLSzB804+SBtCHOijc/z30eC/Rbe/Eqrli9j5cx0IagQmRcq3dUfaf6mb31hWUF8/cXmHZLoVhX9p/9GuawDR1XNdjXXUEx5U0DJmZ9S0DVkUdwnNSBfN5RneYB6IWXf0xegYTNHYMI0SqX/r8Zfo6jiJ1E7t8Y0aPnRWZeq6UhSUiKxDh0lQqxiIghI60VXycsrSl9b7jJz7xCe655x5uvfVWbr75ZioqKuju7ua5554jkUjwne98J9/rVBTlIjLU30fXudO4yST+ggjBwjD2UHzG+xjdpwnXP4E0gwzt/MCERItpSYlwkrhl68Z2n6WU/PKVRgqCJjftrJ71ErbjEQnNXMRfKOw3iCZt1lYVommC0z2wvshGGulfxy2qxfMV4Ouqx16xZcLnhIBQwGAoZuP1xAj5jcmb666Fr+sEVvlm0DNbfzZ0XahieREQQqBX1+GcfgVpxRG+9Hrt80bTQRXLyhKX1s7yjh07eOSRR9izZw8vvvgi3/rWt3jhhRe4+uqreeSRR9ixY0e+16koykUgGY/TdOI4bfVHQGiztlwAICX+pr2Ejz2OGy5naNcH0yuUGR1pXT420hrg4OkeWrqj3HZFTVpRcAgIpNmvPCroN3Bcic/UWbWigNOdSTJuXBYCq2IzRu9ZhD05Nm60YC4MmVN2oZjdpxGulUrBmAe6vnzGXi92+sotID3cjlMLvRTQdKQaTKIscWn/hqirq+M//uM/8rkWRVEuUq7j0tfeRn9rA+g6gUjxtFFwE3guwdNP4W8/jFW+idjmPxiLfZv9QUdGWp+XvZywHJ5+rZnaijA71pfNcOeRS4yMcPbNkJQxFb9PH4tWXl8d4ZnXWxhOBgn7ZEbxbXZFHYGW1zB7TmFVXZrRGnwdR/KarXwhXRPEkw6elGlF7Cn5o5XWIAIFuK3HMVYt8GaVpiOtmd81UpSLXVYH/IaGhjh8+DDt7e25Xo+iKBeZof5+Go4coK+1AV+4EH+4IK1CWdgJwkcexd9+mMSqq4lteXv6hbKUCDuBG6keG2kN8NyBNqIJh7dcvTqtHmTL9ijKoF95lGloMHKX9TUjEXL9qQENmXALq3ADRZhdmQ13EokBjP78ZitPesyRh1kuk/wWMyE09JV1uB2nkRn2yudjLUgXqRIxlCVs2mL5hRde4F/+5V8mffyhhx7immuu4X3vex+33HILf/VXf4XjqJOwirLcWIkELSfraTt+EIRMDRaZreVihBbvp+DA9zEGmolueguJS27IqOgTdhwvWIz0j8dZdvXH2Xu8k8s3lVNdPkMs3XkcV1KYYb8yjMfHAVSVhggFDE73SESmhYsQ2BV1GH0NCCua/uN35D9beSpSpp4zZeHp1VvAtXE7zsx+4zwTCBUfpyxp07Zh/OAHP5i02/LSSy/xpS99iU2bNvHe976XM2fO8Mgjj7Bt2zb+6I/+KO+LVRRl4bmeS39HB31NZxGaTqCoNL2WixH6QDPhoz8BJMOXvhe3eFVmC/BcBOCdN6RESsmvXm3EZ2rccnlNRpcLpNPXfAFNE5iGhut66LrGuuoIZ1oHkFsyL7ytijoCTa9idp/Cqk4jWUhKfB1H8p6tPBUhwHZcyLDHW8k9rXwtmIFUK0Z13YKuRUqZGjVP/g+aKspCmPYV7/jx43zkIx+Z8LHHHnsMv9/P17/+dSoqxg/gPPHEE6pYVpQlrLs/TihgIq0oXefOYMVj+MMFaEZmRZPZcZTQySfxAkVEt981Ie4tXZoVwymqntCyUd/Qz9m2Id5y9WrCgfRaOVzXw9QFvjTzlS8U9Oskki66nupbPvJGLx3Dkkp/Zn3LXrgcN1SKr6s+rWI5la08QGLNtVmtey4MTZCwXIrS27hX8khoOnrVJtz2E0jPRWjZfR/naDVI10F1sitL1bS/6Xp6eli9evWEj7300ktcccUVEwrlm2++mZ/85Cf5W6GiKAvqeEMf//Y/B9AFXFED12wIEymafSLeBFISOPsigaZXsItWEdt654QEi3QJO4HnL0AGxh/fdlx+vbeJFSVBrtycXooGQNL2KC5If0T1hcJ+k6GYjR+dddWpvuVTPRqVJU76vdcwkopRR6DhZURyCOkvnPHmvvYj85etfAHd0EhY6u32xUKv3oLbdAivuwF9xboFW4cQIF3VjqksXdM2GIbDYeLx8ROu586do7+/n507d064XUFBAZ4agaooS9Ibrf38x48OUhyAtSWClxsk//nbKE8eGWYokWbR5NqI/Y8SaHqFZNWlRC99T1aFcmqktYNbWDVh5/alw+0MRC3ecvXqscl2aS3LlRSGMihqL+Dz6WND+wpDPlaUBDnd4yHOm8iXLruiDgH4Zjvo51r4uucvW/lCmhDYtjs2WVBZWPqK9aAbuG3HF3YhQgdncvyhoiwV0xbL69at4+mnnx7796effhohBNddd92E2zU3N1NWNntEk6IoF5ezjZ188Qf78Wked19VyD03rOB/3xChbqWP352O8e+/7uEXh4YYiE1fNAsrSsGhR6DtOPFLbiS+8Y4J6RWZEFYMt2DFhJHW/UNJXj7SzrZLSllbNfOO7GSSgC/73lufoU1IVl5fHaGxO4ltZ7554IVKcQoqMbtmnspmdp9CuPa8jbe+kBCAAMdRGySLgTB86Cs24LbWI+UC/jdRg0mUJW7a3xR/+Id/yP3338/AwABlZWX8+Mc/ZtOmTVxxxRUTbvfcc89RV7ewhwsURckd27I4c/INvvpUK0h43+4i6lalDpKVRi3efWWAm+scXjwVY+/ZOPvOxtm1OsD1m0KUhsdfUrThLgqOPoaw48gr3ksyvCb7RTkWGH68UOmED/96bxNCCN50ZWZZw47j4fcZqQi4LJmGNqFHc11NhN8d7eBcr8eGLHp67YrNBM8+jxbvxwtO3ebi6ziaylaOZHaIMadkKj4u215vJbf06i24bfV4fa3opfOTuT2JpiOdzN9RUZSLxbS/KW6//Xb+5m/+hsOHD/P444+zc+dOvvSlL01IyOjq6uLll1/mpptumpfFKoqSP57n0d/RTv3rr/GNZ9tI2IL3XhFhQ1WIgM/Ab+ojCRCSsgKDd1wW4WNvKuOKtUEONiX4z6d6eey1QbqGHIzeNyg8+H2QkuGd74eqOfxB7bmpkdaRlZw/yu5M6wD1jf3csGMlkXBmLQlJxyUSzr4FA0DXNAxd4I60oa1ZUYihC071MpIMkBmrYjPAtJnLIjGA2d+IVbl93rKVp1yHhhp7vYjoVZtAaLitC9iKoWlIx0qlYijKEjTje5D33nsv995777Sfr6io4NVXX835ohRFmV+x4WG6zp1heLCfHx6Gvrjk/VcXUV1iUFKYansQQlBc4KO7P0EomHrpKA7pvHVnITduDvHy6dROc1HnftaH95EMlpPccdesB9Zm5NoIJ4FbVIM0Q+Mfdj2efLWJ0kI/e7ZVZnxZz5UUBOfe8xsKGKlEDB8YhsaaykJOd8cQjoXMsMVDBopwItX4uupJrr560ud9HccAsCq3znndc2FoGnHbIcMjnkqeCF8QrXwtbutx5LbbMx6wk5M1iJGWJOmCULGCytKT/XuQiqJc9Gzbov3cGVqO7sdKxPnpCZ2WPpd3XxFhZaFOZXEQXRt/mQgHTCRw4QZSYUDnzdvCfG7TQd4d3ssxu5a/bbmd7+13ae7NbsKYcBIIz8YtuQR5QVvC74930j2Q4I7dqzDSHIRywdWzyle+UNBvTJhot64mQveQw0Asu2QAq6IOPdqFFu2e+InRbOXi1ch5zla+kK4LkpbqWV5M9OotyGgvcqhrwdYgkOCqdxyUpUkVy4qyDHmeR39nJw2H9jPU2Y5ZUMTP611OdVi8bVch68tNCsMm4Qt2X01DJ+Q3Jh/wcpKEjzxGQcdBErVXUnb9u7murpjGHpuHn+/joac6ONedfk+jsGIgNJySdUhfaMLnhmIWzx1sZWNtEZtWZb6/aTseAb+eZZE9UcBn4J33h8P66lQhe7o7u2LSrtiMRExKxRjNVrbmeWLfVDRN4Lge3kIeKFMm0FemWngWshVDQlbtR4pyMVDFsqIsM/HoMM31R+h64wSGz4e/MMKvj0Y51Jzk1i1hLl8dQAIVRYEp719c4Mc+r1jWEgMUHvg+Rn8jsY13kFh3M0G/wc11Yf6/O8p407YwrX0W33yxn2+80MfpzuT0vY1SIpLDSDOEU7IWjMmtEk+/1oLrSt68O8PJfyOStktRQW5i18wLCu6K4gCFIZPTPTKrwkH6wjjFq1KpGOc9RwuZrTwdWyViLBpaMIJWUovTNnOaSl5JlbWsLF2qWFaUZcJxbDoaztJ8ZD92Ik6guATdNHnhZIxX3oizZ12QGzeFiCVdyosDGPrUbQrBgJ4aQuCBPthKwf7vIaxhotvfjbVyx4Tb+k2N6zeG+dt31fAHlxbQF3P5vy8P8PBzfdS3XVA0Sw8tOYQXLMEtrgVtcu9jU+cwh870sGdbJaWRqYv52XgeaU/5m43P1Ca0pAghWF8d4Uy3k3U6gF1Rhx7vQx/uTH3AWdhs5alICY6jDnMtJnp1HbK/DS/atyCPL4SGdLJruVKUxU4Vy4qyxHmex2B3Fw0HX2ewoxV/QRG+UCrbbN+5OE8fj7Kj1s+bLy3Asj1CfoPIDIffNKERCfsR7UcpOPgIUvcxvOsDOCXTR8P5DI0960N87PYy3r6rkJjl8d+vDvDQs30caUnguTYiGcWNVOMVVk1IvRj/OiS/erWRwpDJDTtWZvVcSCkRgpz0K0MqEcM0xhMxANZVF5GwJa192RUOdvlGpNBOiFwoAAAgAElEQVTGM5fb6xc0W3kqmpZKFFEWD716CwDuQu0ua2owibJ0qWJZUZawRDRGy4ljtJ+uRzNNApEixEjrwLGWBE8cGGJjpY93Xh5BSIHrSlYUB2Y8US+lpKDldxSf/iVuYRXDl30AL5TeYCJDF1y5Nshf3l7GXZcX4nqSH+4d5MvP9PN6XxFOoGTaWLT9p7pp64nxpitrs874tZ3UHwPnH1qcq6DPwHHHd1nXVafSP7LtW5ZmEKdkDb6RVgzRfHDhs5UvYOgaiaR6y30x0QrKEJEVuK0LWSyrnWVlaVLFsqIsQY5j09XYQNPR10nGhgkWl2D4xneL3+iy+NFrg9SWmrzvqiJ0TRBLOpQWBfCZ00c/SdfGeu0x5MnniZdvYWDbeyZEuqVL1wQ7Vwe5/8Yg77s8gG76ePzVdh587DCvn+yakDABEE86PPN6C6srC9h2Sek0V52dbUuKMsxknk0oOPHAYyhgUl0WShXLXna7r1ZFHVpyCLOrHtFzbsGzlS9kaBoJlbW86Ogr6/B6GpHJ4fl/cE1DumqKn7I0qWJZUZaYod4eGo8coL+tGX84gj9cMOHzLX02//3qAGVhnQ/sKcJnCGzHw2foFBf4p7kqyGSU5IvfwW06jLn1VvRdd5J0si/ghBVFM/zUbdvMn75jO3fftoFQwOCJlxt48NHD/P54x9ghst/ubyFhObzl6tVzypH1kIRy1K88KmAauN7E/t11NUU09bskE9kVD3bZBqTQCZ16Clj4bOULCS3VFnN++4my8IzqLYDEbZt6sE1eCV0NJlGWLJUerihLRCIeo6vhHImBHoxgiEDR5Dze7mGH7/6un5ApuOfaYkK+1AE1y/JYVVmANkUhKqVEDnaQfOUHyMQwvqveg1G7nbDj0jWQRMoMNz2lRLOiuP4IXmQlaDoC2LyqmE21RbzRNsgLB9v41atNvHCwjZ0bytl3oosrN1dQVZr5Lvb5Xwfkrl95lGlokwr49dURXjzUxhtdNluymfJt+LHL1uHrPoUsW7vg2cpTGhl7ncuWFmVuRFEVIlSM01qPsfaK+X3s0Z8BzwE9t3+QKspCU8WyomQgabvEEg6GLjAMbcricr65jktfext9rQ0IXSNQVDLl7QbjLt95qR8B3HtdMZFgqmhMJCxKTBtzcAAn1o+MD+DF+pGxAeTI/+M54A/jv+EP0UtrgYmZy6aZZsHkualCuWAFXrh80kG+VJpEEeuri2hoH+KFQ228fKQ9FUV32dx6di3HoyBoomm5/W9mGtpIyOy42oowPkPjTLeTXbFMKhXD130KWbtz7ovME9uR+FVdtGgIIdBX1uGc3Yu0Ewgzu8SYrEkBriqWlaVHFcuKkibb8ag/10tPbzT1ASkxDA2/aeA3NfymjmnqmLpA1zUMXeR9122ov5+uc2dwk3H8BZGxw3sTeA7JoQFeeK2FHQxx0zqXouZhtOQgIjFIUXIIgWRCw4A/jBYqQotUIqo2IULF6NVb0IKRCZcuLvDT1hNNr1h2bYQTxymqQQanLujPt6aqkDVVhbT1RNE1jaB/bi9Xtu1RXhSc0zWmYoz8t/Y8OVaI67rG2pWFnO4eRHouQst8N9su38Tw9ncTqtkCw4svZUDTIWk7FARVYbSY6NVbcM68gttxCqP20nl9bClk1n36irKYqWJZUdIgpaSlaxgjYFIYGi8OPE/iuC5J28H1JNIb7UmQgEDTRKqQNnT8fh2/oY8V0oauoWsiqx7cZDxOd1MD0d4uTFMnpNto/WfREgNoyUG0xOD4/9sxAD5oAAbIToH0F+D5i0iEqwnVlOKLlCFCRYhQcer/09wZOj9zeYq0t3F2As21cUouQfrCGX2tK8syu/10PCkJzbHgnk7Qb5B0XPznFcXrq4s42TRA31CS0qIs2keEwCm9ZFEd7DufrmkkkqowWmy0slXgD+O21s97sQwC6Tkszu9YRcmeKpYVJQ3dA3EGoxZrSsL0JcfjkTRN4Jth1zB1CEoSTdoMxq2RTZfxglog8Jk6fl9qZ9pn6JiGNrJbmSqqhRBIz8VtOoTT10qiowmnr5WgHaXAGka74AS6FDpeIILnj2CVrmd/l48zgwF2bV7Bqppy5P/P3nvFSJbdZ56/c64Jb9K78r6rqx27RTYpUvQcinIjjZGG1Gpnd2cwAywGCwwE7GJ3sQIECNiHeVm97Js0OxBlSQ2HkigaNSl6tsRutil2eZdVleXShr/m3LMPN7O6TJrIzPB1fk9dnddFxI243/mf73z/RA6EpOErUgmbzPDOxeha5nK57pF01/85EX4NklmC4YNgb7yAsJ1oHVd9Ey32K6+RSthUvYDEA5F2h2fiKvzFOx7v3YlY7nHiRIxwNbvayKNeQQiJNXUcdeM0WgVND3xbc26x42Y8BkMvY8SywbAF1UbA3ELtoYpys0gZV5edDYJntI7FdMNTVOsBUbTW5XjVBCsE6cosw+98Abt0M/5f0sFKFtCpAsHQXqJEflUcF4iS+TjKTQgirfnL10q8Pe/xS8/n2HMgdd9aG61WwUd32AXvQXJph+XKOqkPWiP8GtpNw9hhKHcvVsoPInIpp20e81TCRqmHjctDuQTFrMOl+Yj3HmvLabtKnIgBKtLYlhHLvYQ99RTq6utE965gTXbw5hMWhCY+zjB4GLFsMGxCEEZcu10mnbBavjAM4kpMbMkAeLjqKbwK6TNfJjn7I5SbZfnIZwiHD+JIEFqhpYW2k+tO02ut+erbFd6+4fHxkxleOvCwV7feUIwPp3Ds3VdaE05cDVdKY62JJh0hvQoqPRx35LNsoLtieXyo9X7lNRxbPjb1vLZY8e1L8yilsDZoH97PCOJEDHs9r7yha8ixeBYnnDvTWbEsLQiMWDYMHkYsGwwbEK36lNG0RFQ2jY5IXPsh6TN/hQgbNPa8RGP/B1HDBxBCEuoIETQQjWWsxgpoTWQ5YLn3hfN3ztd49XKd9x9O8aGjD1sAfF+RStrk0q1pziGEoJh1mV9ukE7ZEClEUEPlJuPOfj0yRb/bBYKb4dgS1nFqHp4p8Nr5ea7PNzgw0Rrvda/hh2pDC46hOwjLxpo8irp1bscLTHeEtIhCj8EbFhqedMwvnMGwAWs+5Xy2tR3fNsNaniXz1l/gLF8jLOyhduQTBBNPP+z1FRLtptFumig7gQhqyPoi0quiheAfrmu+eabGc3uTfOpU9iE/qY4gUJrp0WRLLQmZpMM8DXToYymfsLAXncxvvWMHiFMqeMhP3GpsS2I9kogBcGAqhxBw6a43kGLZsgSer2DwLNl9jzX9FOrGaaLF61ijBzpyTiEttArRUYQw+duGAcKIZYNhHaqNgFs79CnvBBHUSJ/5GxJXv4d2UlSP/zz+3peJ0ltErEkLncihEjmUCjhz8RZ/8/Zdjo1J/unTEqmj2Ee4Ss0LGdmipfVOcGyLtAwIgwg9ehDttM/ysF38QJHPuG1fhJZK2AShemjBZ9K12TOa5uJ8g4+39ezdwbKEaXvdo1gTR0BaqLkzHRPLsDqRFIUgO1dkMBjajRHLBsMjtNun/BBa4974RzI//RLCr+JPP0/j4AcJhw9vkcX2OJfv1Pniq/fYM57ln31sHyKsIuqLiCD2N/u4W7a03vHLaFQoFDLM+sNke0goQ/x55ltkOdmMdMJm3gtwH6lgH5op8J03alQbikxysCaoLSlp+CYRoxcRdgJr/DBq7iz6mU937PPRYLKWDQOHmScxGB6gkz5lqzRH/vu/T+4nf0SUyFF54TepPP+vCEeOblsoz81X+fNvXmS0kOQ3Pn4EJ5kmyo4Rjh4lHDqAcnMEtQpj6QARevdbP+8WrSOiegmRypHecwRshyhqzbFbhqAjntpkwiZSj7/2wzMFNPFgZtAQIk5vCVXU7UsxrIM1/RS6voJevtXR8+oo7Oj5DIZ2YyrLBsMDdMSnHDZIn/1bkle+jbZcakc/hbfv5bj98w6YX67zx9+4QDpp87lPHn14Iduqv7kSOgwdmCKTF+jyArpRIkIgnCTC3tlr1ZFCe2VkbgJZnEAIyXA+yXKlQTrZG13dVBRhSYnbbDvuXeDa659jeiRD0pVcuuvzzA5bX/c0OvbBt9jZY2gBcRKGILx1BndoumPn1WGw9UYGQx9hft4MhlXa7lPWGnfuJ2R++l+RjRW8yWdpHPwQ4UjsLdwJparPH33jAkLAb37q2LoJF2EYIaVgYjSHtCSk8ujQJ2qU0eV5dL0EUoCTbnrVvFYBeDXkyF6s7Mj9/1/MJphf6Z0Kqh9EFDrgV4bVRIx1TiOl4NBklot3ygNpVxACglBBG9NGDDtDJDLI0f2ouTNwsjOueSEs2EFjEhVFXJ4rkUk6FLMJUglr4L4rhv7F/LoZDLTfpywrd8i89QXc+XOE2XGqz3+OYOrZXS2EqzVC/ujr5/F8xW99+jjDGzQYqTRCDk7mHsrCFbYbi9zsCDpoENVWiCoLaBUipA1uErGBFUQHDbQKsCcOI5LZh/6WSli4jkUYRtgbVFo7SRBGLYvI24q4fbl8LBED4NBMkXdmS9wrhYwXeqPq3iqkXE3EGLywj4HAmn6K4K2/JSrPI3M7m73aFnJnjUkavqLmhfihYn6ljmtLRgspcmm3bZ03DYZmMWLZ8MRz36dMG3zKoU/qwtdIXfwmSJvakY/j7fsAUXZsV4f1A8Wf/N0Flsoen/vUMaZG1s/uqjUChrIJ8pmNBaNwkliFJDI/Bn6dqLpEVF1GEyEsF+zE/QqP9qsgJPbkUYTzuDgXQjBaSHJrvkauB8QyQpDs4IN2vUQMiH3LABfv1AdOLNuWpO6bBV29ijV1guCtv0XNnUEe/1D7Tygt9A4ak1QbAZYUZFYtXKGKuL1YY26xRiZhMZJPkk27pgGOoSsYsWx44mnWp/wPZ+7w3TdvkXRtClmXYtalkHEpZBPxvzMuubQbVxW1xrn9NpnTX8SqL+GPn6R+6MOEo8d2bLlYQ6mIv/jWJeYWqvyLjxzmwGRu/e2iiCiCqZF0U9OZQkhIZLASGWRxCu1VH/I3g0Ykslij+xDWxoIvn3a5RbXrlgOlIlxLPJZO0U5SCYv6OokYhWyC0ZzDpbsBHxiw1tdSCjwvJNK6be3EDTtHpgvI4jTq1lmcTollv7bt3cpVn8QDawtsS5JNx//2A8Xs3QoCQSHrMpRLkEk67U8rMhhWMWLZ8ETTrE/5zYvzfPXV6xyeKeDakpWqx7nZGtXGw6u+hYD96Qa/nHyVw/oaK9YQF8d/lWjqaQqJPIVIsJuCq9aa//a9q1yaK/FLH9jPif0b5zBXayEz49kdiUUhLUQq/5C/mTBA5se3bDbgOhbZlIsfqK5On3pB1JaYvM1IJRyUWt+zfXg6x2sXFuPFcNbgPOSFiOPCwjDq6MDE0DzW9FME77xCVF9BpgptPZcQEq2jbXUODFVEzVNkU+tLEteJ7V1aa2qNgJWKh5SCoVzS+JsNHcGIZcMTS7M+5XPXl/ny969ycCrHv//VZylX6g8dY6Xqs1zxKJdqTN75DidKPyLSkq8GL/H1xROoexLOzt7fJ5O0KWQT61amC1l3w5gzrTVfffU6p68s8vEXZ3jh2MZWjoYfkk46DOV2Lxbv+5u3wUgxybVb5a6KZaU02Q41lVnDseSG7b0PzRR59dwis/M+hyc6K+LbjdAQRhrThqI3saZPELzzCmruLPLw+9p+PoFYbUzS3PffCxRas6XgFUKQTNgkE3FnzqVKw/ibDR3BiGXDE0mzPuXZO2W++PeXmBpJ8y8/duSxRWuOLRktJJnyLpO5+QWs2jz+2HHqhz7Cz4wd5z1IytWA5arPSsVjpeqzUonF9e3FGudml1GP5BInHCsW0lmXQiZx3/IxN1/jH8/e5eWnJ/jAqcmNX1uk8YOI/XvyXZsWzyRthGDdxW6dQ5PqQL7yg8QRdevnTO+fKmBJuHi3MXhiWYAfhKRNIkZPInNjiOxobMXogFjWACoEu7n7vNoI2G53bLmJv3k4nyRn/M2GFmJ+2QxPJM34lO8s1viTv7tIIZPgs584SmKdKWZZXyJ9+i9J3HoTlRqi8sw/x595Ee3G0QAWUMwlKOYSwOPeYq011XrIctVjpeKvimmP5YrPcsXn2u0K3gPthJ87PMInX9qzaQWmWg8YH0o9nLfcYSwZZy4vVRr3H2idJAwjEq4dx7l1ENuSyA0SMVzHYt9okkt3t7/4qdexrNVEDEPPYk2fILzwfbRXQyTWXxDcOnRsw2hy60f9ytvlUX/z9VV/cz7jMpw3/mbD7ukpsfyxj30M13VJJOLR6G//9m/zoQ91YEGC4YmiGZ/yUtnj89+4gOtIfvNTRx9vshGFJC99i/T5r4GOqB/4II0DP0uUm95wGn49hBBk0w7ZtMOeDVwVDS9kuerjBYq9Y9lNhbIfKBzHYqzY/ZbT3cxc9kLFyAZReu0m5dqE6vFEDIBD03leeeMu5YYiN0Ctr00iRu9jTT9FeP57qNvnsPe/0NZzCQS6yazlrfzK2+VBf3PdC7hyy8My/mbDLukpsQzw+7//+xw7NmDLxQ09QzM+5Uot4I++fh4VRfzrnz9B4ZFFYvb8eTJv/QV25Q7ByBHqhz9KMHYCNkmI2A3JhM1kE1VirTV1X3F4uoC13TnNNvBg5nKnUUqTTXXHQZtOWiyWHk/EADi8Z4hX3rjLpbs+z+/r/oCmVUgpCH1FpCPkNlu1GzqDLE4jUnnU3Nm2i2WkBU3GxzXrV94uG/mbHVsyZvzNhm3Sc2LZYGgXkdbc2MKn3PBDPv+N81TqAf/dp449VKEVXgXx3c9TuPIqKlmg8vSv4u95CZ1YP7qt09TqipF8gmyqN3J8H8xc7vi56Wy+8oOkXBu1wfhgYiRLxhVcvOMNlFheI07EMGK5FxFCYE2dILz6Ojr0EE36iXeEtEA1V1neiV9525eznr95oUomaRt/s6Epek4s//Zv/zZaa1588UX+43/8j+Tz+ab3HRnJbr2R4T5jY70h8jrF7fkK0rGZGVq/1ZgfKj7/X99mfqXBv/nlU5w4MPzuH5fnEN//f6C6hHfgA8inPkZ69ADpHpnOC8MIJxHy9KHRjvt0NyNfTFMNNFprhoqdafHmh4psNsnUZHsjsjYinU2y0lCPzUiscWJvjrM3ymSzyaYXYOZzvS+spR2QycaNI3qFoaF2e3P7C+/4C8xf/gdSleukDj674Xa7fd+0ctGRItXEM2a+4jMxmutK7KAXKMp+SNlvMJRLsH8yj7UL0fykPVNbRT+8bz0llj//+c8zNTWF7/v83u/9Hr/7u7/Lf/pP/6np/RcWKkTR+ivRDQ8zNpbj3r1yty+jY1QbARdvrpBLOSwth4/9PYo0f/6tS1y6ucKv/dwhJooJlparADh3z5L98R+gEYQv/gbh3pdYrGrCuRUcO65gdtsDt1L12T+RY3mp2tXrWI8oCPF8i3q9MwvbqvWAsaFU1+7vIIxYWakRhY/fZwB7x7O8dqnE+RtlpotbzwLkcylK5e54v7dD3Qu5Mw9Brjte8UcZGkqztNT5WY1eRrvj4KZYufAmjeKRdbdpxfumtUZ7FcrJ0qa/jaGKuHW3TDZld/U3VGvN5es1hIp2PDP3pD1TW0U33jcpxbaLq71TggKmpqYAcF2Xz372s7z++utdviLDILCVT1lrzV//4Crnry/z6fft49ShdyvKicvfJvej/xftpFg49kvs+8CnmBwb4sT+IQ5N58mlXKr1kFI1wPMVWnd+sFZrhBTScWZzLzJSSNIIOrf4S0V0JYFjDceWSEtuOHA/tCduJHPpbnPT1P2CbUka3voDBENvIKSFNXkcdfs8OmrfZyWEQGgN0ebf+3b5lbeLEALHElRqg/WdNLSOnhHLtVqNcjkeXWit+cpXvsJTTz3V5asy9DvN+JRfee0mb1xc4Oeem+K9T42v7hiS+ckfkz39RcLCXu4d+gWGj71EOhePRqUQZFMOe8aznNg/xIHJHK5tUakFlKsBQYcWtUWRRinN1Gim6w+cjcgkbaSkI7M+cYttuuZXXiNOxFj/HshmUkzmLS7eGawIOUuKh2IODb2JNf0UhB7RvSvtPZEgbkyyCZ3wKzdLwrFYqgzWd9LQOnrGhrGwsMB/+A//AaUUURRx+PBhfud3fqfbl2Xoc+ZX6pQ3yVP+wenb/OD0bV46McaHn58GQNSXyP34P+MsXcGbep6l8RfJjExQHB9f9xi2JclnXPIZlyBUlGoBCysNSlUfS0qSCdm2dIpKPWR6NL1uBnSvYEnJWDHFpdl62yu+QRiRTlhdTwNJuRZLlRB3g5d7aDLNqxfKeGFEooc85rtBSoFSGhVFXX//DRtjjR8Cy0HNncWaONq282gt4sYkm3zlS7vMV24lliUJGyFeoHr699TQHXpGLO/du5cvfelL3b4MwwCxVZ7yGxfm+bsf3+DpA0N8+r37EFGItXCZ3Ft/iqwtUjvycarFYzi2w/iBg02d07EtRvIWI/kkdS9kpeqxWPIIlWq5v7nhh6RXu1X1OsP5FOdV+yvLQaAZHu7++5FO2syvNDb8++GZIj84X+bqfMDxycHq5hcqI5Z7GWE5WJNHCW+dxXn+FxBti/rbvDFJqCLqLcxXbhX1RmDEsuExzC+aYSDZyqd8bnaZv/rBVQ5N5/mnH9yP5S2TmP0h+df+EOmVqZ76NRrjzxCFIZOHT2Db26+IphI2k8OZtvibtdb4fsTMWLZrLa23Qzppk3DstmcuR2jSye4/fLdKJNk7VcSRg+dbBghCs8i617GmngKvSrR4o23nEFKiw2DDv69ZdnrJPuY4khXjWzasQ/efKgZDi4l9yrH/fT2f8rXbZb7w95eYGsnw6x+cJlG6jnPnNKlL30I7acrP/gtUahSvtMT4oRMkM7uLUVrzN2dTDpMjaWqNkIWVxupiEkEyYW077q1SDxkf7m5L6+0ghGCkkODWfI1cm2wHa4OPpNv99yS+7zYWjbab4MCIvepb7v3YpGYRViyCeiXr27A+1uRREBI1dwZrZF97TiIsCDeeXak2gu00O+0ICceiVA3WbVdveLIxlWXDwBH7lIN1K4y3F2v86SsXGcq5fO7lPKmVq7izPyJ94RuozBjlFz5HlBnDq5TIjk5u6FPeKWv+5oPTeU7sH2J6LIPWsXevWg9R0daV1yBUcReqHmhpvR3yaRfQbUsMCcI49qkXHnK2JZBSbPpaD01lWKhGLFUHZ1GcLSUN3yRi9DrCSSLHD6HmzrQvwUdaEG68YK6X/MprCCFAaxqmdbvhEXrrTjUYdkmlHvuUs+v4lBdLDT7/9fMkbMFvvWiRC5dIzn6f1OwP8cdOUHn2X6LdDEGtipNMNe1T3imxvznJsb1Fju4pMlpI4vkRpWpArRGu+xDTWlNrKPaMZfvOF+o6Ftm0ix+0x4rhBxH5HonPE0KQSmyciAFx62uAS/cGZ9rXlrKjMYGGnWNPPYWuLaNLd9pzAmkRBevf22t+5V7smieFpNbY2D5ieDLpvTvVYNghQRgxe2d9n3K55vP5r59DR4r//kWLYkKTOfcVEnd+SmPf+6md+AWwHKIw3JVPeaekEjYTw+n7/uZ8en1/c62hGCn0Tkvr7TJSSLZNLEdak+4hW0rKtTf1744M58gnxUD5loUErfSmgwRDb2BNHQcgnDvTluMLaUEUoPXj90Iv+pXXcF3BctVEyBkexohlw0CwmU+50fD446+doVoP+M2fSTOeVmTf+nOs0i2qxz9D48DPghDoSONVSoweOLprn/JO2Sy/uVSNRdXEBu26+4FM0kaI1mcuax17DBNdzld+kFTSRm2SACIslyNjNpfv+agB6jyqwYjlXRDpiKgDzY1EMosc2Ydqk1gGEFqs25ikF/3Kazi2Ra0RmnvY8BBGLBsGgnV9yloTVpb5s6+/w3wp4DfeW2C/s0D2jT9GhA0qz/5LgomT9zdvl095pzzqb54Zy7JvIrvtxYC9hCUlw/kk9Rb7Wv0gIpdyeioZxN3qcxKCQ1NZGoFmbp0W7P2KwIjl3bBY8ih1qDmGNf0UunSXqLLYnhMIHWctP0Iv+pUfRCCom26Uhgfo3bvVYGiSdX3KoQeL1/jity8zu6j4tRfzPKXPk3n7C2gnTeX5z6EKM/c375RPeaes+Ztz6d7w5O6GYjaxacV1J/hB1HPvjWNLNgyZXeXgzDACuDhAVgxpCRqe8S3vBK01pZrPSq0znllr6gQA6lZ7qssaHqss97JfeQ3LEpRNhJzhAXr3bjUYmuAxn3KkkJV72Pcu8uWfrHDuXsRnnsnwkv8q6fNfIyzspfLCZ4lSxfvH6JZP+UkllbBan7ks6Il85QexLYkUbJo2kMqkmS5ILt0dHI+kbQkaganK7QQ/VKhI44cKP2z/gENmhhCFybZaMfQjLa972a+8RsKVLFf89iWFGPoOI5YNfctDPmVLIhpl7IVLyNo8X70Eb9wI+Phxl494f0fyxj/iTT1H9dSvoe13O7z1gk/5SUMIwWgxSb1F1cco0khBz3XdEiLu2LipJWHVt3xjMaTuD4Z1wZISL9h50x2tI3TQQHvVFl9Z71NvhEgEAjoWwWdPP0W0eAPdKLf82EJY6ODhgWAv+5XXsKQkjKL7wt5gMGLZ0Lfc9ynbEdbKdeyVWbS0+O41+MHFOh/eH/GZ+l/hzF+gfugj1I98Is7+fIBe8yk/KeTTDq3KXPYDRT7t9mSlKp2wCTeznKz6ljVwZUAi5FajapvKDAfQkUL7daJ6CV0vof06wk2Dm0J7tTZfbW+xUgtwHYljS8rVDlkxpmMrRnjrbOsPLi14RCz3ul95DaEFtYaZITHE9P4dazCsQ6UecOtembxewVm4iAjqRIkcr98I+cZPq/zcVIVf8b6EVVuk+vSv4u15iUfLGb3uUx5kHLt1mctBGJFbJ1e7F0gmbMIt2j/PTA6RsOHigIjlNe4S0vQAACAASURBVIINBgk6CtFejaheRjdK6NBDpHJYo/uxpo5jz5zEGt2HNTSzYfTYIBKsWi8sS2BbkrrXXJOi3SJy44jMMGquPWJZP9CYpB/8ymu4jmSlOljfScPO6S2Tn8HQBEGouHH9NoX6bWwiIjcNQnJmzuPLPynzidFb/GLw92g7SeX5f4XKPl41XvMpTx9/xviUu8RIIcnVudLu494EpBK9+Rm6jrXlIj+ZSHNoxOLSndgj2YsV8u0iiCv+KddGqwBCH60VQoO2HWS6gEzlEE4SYa+/MFM4CURhkmjlDiKV7+wL6AJ1P7x/q6zdAg1fkUm2V1gKIbCmnyK8+EO0XwdaaEeT1uoxY/rBr7yG60gqddP62hDT+8M7g+EBvHqdm+fP4qxcw7JtdCIDQnLlns8XfrzMrwyd5Rejb6DSw5Rf+Ny6QllHGr9aNj7lLpNNxq2pd5O5HEUaS0rcHp3W3TI+DsByODxqsVyPWBiE1tcqwFJ1/MoKUb0EOkJkh7HGDmJNn8CZfgpreAaZym8olNeQuVGwnFhwDzjlavBQLKRlCSr1zlQ2rekToCPU7fMtPa4QEiKFXq2Q94NfeQ0hBFrT8phLQ3/Sm08Yg+ERVKiYv3GD2bdfJ6yv4GYLYMXVxFvLAX/26hKfy73KR8U/EIwepfLcb6AT2XWP5VVKZEYmjE+5y0gpdp257AWKQqY3/coQJ2KILRIxEJJD0zkALt7ps2lfrUH5CL+K9MpIv4JAQnaUamYGe+Yk9tRxrOIUMpnbUhw/ipAWcmga7Q+2d1lFEXUvfMie4NpWXNnsQCKDHJpBJLOoNviWhQBWEzH6xa+8hpRQrQ/+QM2wNcaGYeh5ysvL3Lt6CeXVSWTziAceKAuVkL/44V3+bebvOWzdorH3vTQOfOgxf/IaxqfcWxSzCeZX6ltvuAGxX7m38pUfRAhByrUIlcaxNxb0Q8NDDKcXuXTX5+XDPTzboTWoALFa6RVoIidNlB1C2ym0nQBpIbWmUg/R0trKhbIlMpWHZG514V9q96+hB2n4a/aEd/+fkBBF8YAw5bb3US2ExJo6QTj7BlHY2gFbnLUcEiqbuqfIpvpHdiQdi+WKz/hQD38nDR2hf+5awxOH32hwb/Yq1YU72OkMyULxob+XG4q//uEs/z71CmNWmdrRf4I/+cyGxzM+5d7jwcxleyedCVfj2XqZVMJmpepv3nnRTnB41OLNmwFhpLF7xSOpo1VxHAI6bgvvpInSw2gnhbbcxxJmYM2TqgnCaNeRfkIIZHEKdfs8Wifiqf0Bo1L3sazHP3NpQa0RtF0sQ9zNL7zyY7yb5yF/qHUH1gKtQryof/zKa9i2pFz1CUKFY/f274yhvQzer46h71GRYmFujtm3XqNRWiZZGMZJJB/apu5HfOsH5/g3zt8w7DSoPvPPNxXKxqfcm+wmc1mpCMcS8SK6HiaVsLfsWKjtBEfGLHylub7QA9O+WiP8KiKoo+0kKj+FGj5IOHYcNbT/vlheTyi/iyBoUeMZ4aYQufGBzF6OtKZSD3DXEWMJ26JU7UxzDDl6AJwU9StvtfS4QoBWYV/5lR9CiJZlwhv6FyOWDT1FZWWZ2bffYOH6ZZx0BjebRTxSZfNDzU9+9Bqftb6KlUhRe+FzhMV9mx7XK68Yn3KPstPMZS+IKGQS7bmoFuI6Flu+MiE5MJFFCrjU7Qi5KER6ZaJkkXD0GFFxLzpVjMXxtqq6uqVNHWR+DKREq8FacOUFiiha/62VUqCUJuhANz8hLeyZkzRm30G30oohLAgbfedXXsO2BCUTIffE0393rmEg8T2PuYvnmDvzFqBJFYpI+/GpR6Uirv3om3yGb1NNTeK99Dmi9PCmxw5qVZxU2viUe5SdZi4rpcn2aL7ygzhNZsomsgX2FmVXF/mJoI4MPcLiPqL81BaV481xLNnSpg7CspHFKbQ/WNXlWiPY9G0WAmpeZwYI1p5T6NBH3bnQuoNKi9D3+iZf+VESjkWpZlpfP+n0351rGChUpFi8HVsuasuLJPND2I9YLtYoLy5S/sFf8DPRT7iZOYF+6dfjatdmxw8DojBk8vAJ41PuYUYKyR1UIXVHvJy7xbGbSMQAtJPi8KjFrZWQqtfhRhw6QnoVsFyC4cPo5O5zjW07bqzRSmS6iHDT6KDR0uN2C611XHHdxA/rOJJSrTPWHDm6H5nKoa6/3cKDWvj1+PPqJ7/yGlIKVKTvL8I0PJkYsWzoGtVSies/fZP5q5dwUmkS2dxjlguAMAiYe+07TL79/zEV3eJs4WfJvOcXtqx66UgTVCvGp9wHZJMOUjSfuRyqiIRrb75orkcQq4sQN217TexbPjoav55LdztYXVYBwqugMmOEQ/thm/FuG2FbEs8Pd5Wj/ShCSKyhaQi9gaj0BaFCqc2bXsTvoyJUHbBiCEnq4LOoOxdaNyCRkkat2p9+5VUEnavuG3qT3n/SGAaOwPe5dfkiN8+8iQ4VqeLQupYLgLuXLyC+/4ecrP4Ds9Y+7j33r5l87v0bRsM9iFdeITs+bXzKfcB2M5e9QJHP9M9MQcq1CdUW1WIhmRzNknJEx8Sy8GuIKEQNHyLKjm3Tk9zUGVq2yO/+ERMZRGYYBsCOUfPCpkVkq6v0G5E69DxEqmWZy0JIao2AhNW/gxvXkZQqxrf8JNP7c5iGgSGKIlbu3WXhxlW0UiRzxXUryQCV5WW8069wLLrCAnnO7/llxg8da/pcaz7lsb2bL/wz9A5DuQTzpeaqWUppsqnezVd+lFTCZqnsbbmdSOU5PLrMpXttbn0dKaRfRSWLRLmJ+w1+HqTuhSRda1fXoAE/VLtvaf4IsjBBWFuGSCF24avuNqVagNPEojfXjq0YuXT7F7S6Y/sQ6QLhjdPY+57f9fFUFOEHEbbosLWohTh23PpaRRGWNDXGJxEjlg0doVYuc+/aZbzqCm4mh7WBf1iFIXfe/hGHSz9GojmTfS9jz76fcaf5KuKaT9nkKfcXSdciYVtNZy73er7yg7iO1ZRtQNspjoxITt8KuFtSTBTa8BMdekgVoPLTRKmhODtZa5YrPrN3yly7U2H2dpnFssdH3zPDh56d2vGppATPV+Ra7IIStossThMt3USkdu+v7gahUni+ItNEk441/3cnxJoQAmvmFOHFH6K9KiKR2dXxvCACNFJHW6fC9CgiXnSw2lTFiOUnESOWDW0lCHwWbl6nfPsmViJJqrBxcsW9q5cpXvsmJ8UyV+Q+7Kc/wdTw5kkXj7LmUx47eNz4lPuMtczluXtVcpuI5SCMSCXsvlpZ79qyKevQWt4yBFy867dWLGuNCGpgOfjDB5mvwuz1ea7dKTN7u3x/EVkqYbFvPIdtSV4/d48PPjO54+qyY0mqXsAore+8JzND6Mo8OvQQdu9HCD7KdmwVq1oNz1ekk+2/7+09pwgvfB81dwb74Eu7OlbDD9fCllt0dd1BWoJK3SebMgWYJxEjlg1tIYoiSvPzzF+/jFaKRH5oQ8tFtVSi/vY3OaousqSznJv+RSaOntjReY1Pub/Jpx3mVjOXNxJofqAYK/ZX2+O1hYhbWiukRT6bYSzrc+mux88ebc2AL1IBdxdqXKkkubqsmb1z7v6CpWzKYf9Eln2TOfZP5BgrJhFCcPryIn/5nctcvV3m4NTOqre2LVoaH/cgQkqsoRnU3Utoy+27pIVSLYgHUU1iW4JKPSCdbL9YE4VJRHYktmLsUixXG0GcCKOCvq0sQxwht1IJmNxe/cYwIBixbGg59WoltlyUVnAyWawNLBRKKe6c/kcOLr+Kg+JM+j2MPPtBJhI786Ian3L/s5a57AUhyQ1i4SINmT6r7gghSCXiRAzH3lzURYksR0ZX+MfZgGCLBI2NCCPNreWQq/M+1+41mF1SxNrYo5h1ObqnsCqOswzlEusKzeP7iiQcizcvLuxYLFtSxokPbbIPiGQWkSmi6xXYpV2gk6goou6FpBLNP4Jd26JS9xktppBtHhgIIbD2nCI8+210o4xI5nZ0HBVFNDxFxrLRqr8XyNmWpOYF+IHq+a6hhtZjxLKhZQSBz+LcTUq3byAdl2RxaMNtF27Mkrn0d5wUi1yTM/DUJ5gaHdvxuY1PeXAYKSS5eqtEcp0x05rvN9GHD6uUa1Oq+VvG3Wk3zdFRix9eDbk27zNS3Lq67Ieam0sBVxcCrs373FgKWIutHstanDo4zL6pAvsmchQyzQ1GHVty6uAwb11e4Odf3rfj91wI8IOIVKI99gFZmCSsne+rxX6er9C6KWfOfYSEKIpnVjYaSLYSe+ZpwrPfJrz5U5zDL+/oGF4Qxa/RshDh1gtcex6tqftGLD+JGLFs2DVRFFFemGd+9gqRCklkC4gN/KT1SpXyW9/kWHiOFZ3m7OSnmTh6ErGLqtOaT3n8kPEpDwIPZi4/mj8bhBHphNVXfuU1mk3E0HaC/cMSW8LFuz7vOfL4No0g4vpiwNX5gGsLAXNLAUrHebCTBZsX9yU4UNDs2TNOemR8x5Fwzx0Z4bXz9zhzdYnnj47u6Bha61Wf+Y523xJhJ5CFCaKV24gWNFPpBNVGgG1tvzosJFQbG8+6tBKZH0fkJ1A3Tu9YLDf81Wg8YSH6vLIMq6kkFa/pAadhcDBi2bArGtUad2cvU19ZxE1ncTPrT4VGUcTtn77O/sUfMo7P2dRzDD/7ISaT63fr2w5rPuXCmPEpDwJrmctLlQaZR/yZQaAZHt79PdMNmk3EQNo4iST7hoP7ectVL2J2IeDqgs+1+YDbKyEakAJmhmzefyTN/hGHvcMOaRogBKqwF+3ubvA4M5ZhJJ/kjYvzOxbLliWoeyH5NgoMmR0hKi+gVYBYJwavl4i0plzzSTjbf/y6jkW55jOS78x3wN5ziuCdV4iqS8jMxjOFG7HmV0YIiEK2XU7vMVzHYqXmM6N1260wht7CiGXDjgjDgKW5OVZuXUc4DunixqseFudukLzwd5wU81wXk6jjn2RyYqIl17HmUx7fe6AlxzP0BhtlLkdo0sn+/NmKRUNz20aJHEdGq3z9rM///eU57qzESRW2hL3DDh8+nmb/qMueIQd3zQN9Pzu5QJSfBLn790kIwXNHRvjm6zdZLDUY3oFIcyzZ9u5nQlpYQ9Oo+SuIVLGt59otfqCIop0V+y0paPiqY75Za1Usq5s/RR774Lb2ve9Xvh+Np+NEDNGf31+IB/JRpPF8tS2/uaH/MZ+2YduUFxe4e+0Ske+TyOY3tFw0ajVW3vp7jnrvUNVJzo5/konjz+zKcvEgD/qULdt4yAaJ9TKX16qynZiCbgexV1k01WxEO2menpD8+LrFcMbimRmX/SMu00M29nqpMqvZyWFhGp0strR69+zhEb71k5u8dWmBj7wws+39bUt2pPucSOWRqQLaryF2WVFvJ9VGuKtGiUJD3Q87IpZlZgg5NEN44zTONsXyfb/yGlpApFoyiOsmUgiqjcCI5ScM82kbmqZRr3Hv2lXqy/M46QxuYf0Kjo4ibp99k713v8+48LiQOEXh2Z9jMt26B5jxKQ8262UuB2EU+5k3iCDsdaQQJBwLpTT2FokY2k4wlJH8L58cIZ9LUSrXN9jw3ezkYOQQ2K2fns9nXA5N5Xnz4gIffn562xFtUgpUFBGqqK1ecyEEsjiFunUOrXu3W1y55u9K6DqOpFzzKWQ6ky1t7TlF8PbXiMrzyFzzVpz7fuVVBBoRhWj6LxP7QVxHslLxGC30V3ylYXf03yoZQ8dRoWL+xg2uv/0TvOoKqeIwtrv+D97S7dtUv/d5npp/hZLIcfXYbzDx8qdJtlAog/EpPwnk0w6sZi5DnKiQz/b3wppM0iZUTQg5ywHpxD7PjYhChFchShYJhw62RSiv8dyRUVaqPldvl3d4BIEftF/ACieJKIyjvWrbz7UT/EARqAhrFwM+x5Y0fNXcfdQCrJmnAVA3T29rv/t+5VW0IK4s9zmOLak1Ovf+G3oDU1k2bEp5eYl7Vy+jvPqmlguvXmfpre9wtHGaBi7vjHyUyZMvkG5DtqrxKT8ZPJq5HGlNus+nPpNNJmJA7FuWjZV1/yaCOkJrwuJedAcSIFqRuRyEik48cmRujKiyiFbtt35sl7ofIlrQmUNraPidab0sU3nk6H7C66exj3+4qZmFx/3KAAKh/L5uTALxDIZGd+z9N/QG5pM2rItXr3Pj/BlunT0NApKF4rpCObZcvEXq1T/gWONtLrnHKb30PzJ96kVki4WyjjReqUykYfLwCeNTfgIYKSTxg+i+zzfh9vdnnnCspsWCdjOPV+J0hGyUwXIJRg51RCjDu5nLZ64t4QXbrw5aMhaKnUBIG1mcIapXOnK+7VCu+TjO7n8XHTtuvdwprD2n4tbipTtNbf+YXxlAWhD2f3wcxN0Uy9XBeC2G5jBi2fAQKlTM37zB9bdfp1FeIZkv4iTWt1ws37tL+Xt/yom7X6cm0lw58uuMv/8XSW0QH7cbQq9Bo7REeniEfaeeNz7lJ4S1zOWGr8innb6Pa4qnpZuTy9p+5HunAoRXRWXHCYf2g9VZS8pzR0YIwogzV5e2va9txVPXnUKmC8hUFh08nqjSLUIV0fDVlk1pmsGxLar1gKhD3mx7+iQIQXijOSvGo35lAC0shBqAxiTEg97lqtdcFKRhIOjvOU1DS6msLHP3yiVCr04ik0Xa698evuez8OZ3OVp/Ex+bM0M/x8SpF0m2oXtWFIb41QpOKs3MyefI5AstP4ehd1nLXL5xt8LEUP8PkLaTiIHlxskBkUL4NRASNXxw19nJO2U3mcuxzzNo7nW3ACEE7theuP062l6/nXenaax27WsFQqxZMSLSbeqM+ND5Ehnk2CHUjdPokx/f8v181K8MgByQLn6AZUnCRogfRn3ZTdSwfYxYNuA3GszfuEZl4S52MkVqnZQLHUUs3Z4jmD3NjHeRcdHggnOMzLMfYyqbbfk16UgT1KroSDG87xDFiQmsPmlla2gtQ7kEi6VG3+YrP8h2EjEAokQW6itEbrZl2ck7ZTeZy0IIIh1XV50O2adkIo3Ij6Kri5DIdeScm1Gp+zhNfObNIi2o1oOO+fjtPafwX/9vREs3sYb3bLjd+n5lQEhEFIHeYch0D1JrBEYsPyH0/9PHsGNUpFi5e4fF61dBCJK5IuKRVdrlpSXKV04zVj7LIbFCqCWz1j5u73uJsX0H2nJdgdcgbNTJDI0xtu8Abgu6/Bn6l6RrMTWSHpiHUiphU6379/OjN0OnhiA9QuS7PdH5bC1z+c1LC3x0m5nLWsfxf50SyxC3bA6rS3FySBcHGpGOqNYDki0Utgnbplz3GS0kO1I5t6ZOgPxr1I3Tm4rldf3Kq2iIffh92K7+URxHUqr6DOXM8+lJwIjlJ5TS0jLXT7+JX6uSyOYeslx49TqLl98hu3CWGX0LKeCmmOCdoecZOnyS4XTrPckAWkU0KiXsRIqp48+QK/Z2Jy5DZxBCMDJAmabppM1KpbnpaO2kIJOBoDei0NYyl9+6uMBHtpm5LAAvUKSTnWtHLSwHWZwiWrqJ6NBiyPVo+FHLOz0LCUpp/FDtqHX2ts/nprAmjqBu/hT9zKcQG1SH1/Mrv3uQ1azlHm9J3gwJx6JUC4gi3bfZ74bmMWL5CcP3POavX0PXl9BKkioOAaCUYv7KRaw777A/vMqEUCxEOc7lfobMwVPkh0doj0SOLRd+vQpKMbznAEMTUybpwjCwbCcRoxd57sgof/mdy1y9Xd5WjJxtC+peyFCHHREyM4SuLKADD+F0pyFGtR7QDhdZ3E0u7IhYhjgVQ906R7QwizV6YN1t1vUrryI0A5G1DPEgHq1p+GFHB4CG7mDE8hOCihQr9+6yOHsVNIxOjaLKdRbnbtz3IR8XDao6weXEcaw9pxiZ3sNUG3KSHyT0PYJajdTQKOP7DpBIDU4F0WBYD6fPp6B3mrlsW5JaB9peP4oQEmtoBnX7Itp2O77YT2tNue7jtqEA4DqSci1guENWAGvyOFhObMVYRyxv6FdeRSNAD4ZYhlgwVxtGLD8JGLH8BFArl7l79RJ+rUwik6NaLnP5B9+kuPzOAz7k/dycOMnIwaNMbJCC0Uq0ivAqJaxEgqkTp8itVrgNhkFnLWe3U8kQrcaxJacODfPmxQV+/n37ms6+ti1BpR525XWLRAaRHUbXVyDR+gXJm+GHqm1T9ZYlaDRC/FC1RYw/irBdrMljhDffwXn25xGPlMs38ysDIAUi9Pp6ZuVBEq7FcsVjrGiKPIOOEcsDTOD7LMxdp3xnDqWhdPMy2YWz7OUWADfEBGeGX2Do0EmGW9yOejO8agWtQoozexme3GMsF4YnivuJGJHGtvpPLEOcufzauXu8c22JF5qMkVsTyEEY4XZhsaYsTBDWluMovg4m61QbIYL2fc5CQ90LOyKWYdWKcfOnRPeuYE0ceehvm/qVibOWUYPTzMOxJeWaTxCa1teDjhHLA0gURZTu3eXOtYssXb9GcukS+9Q1ZoRiIcpzJvczjJ18kWwqSydrLKHvE9SqpIojjO0/QDLV/7m5BsNOuJ+I0aeWjJnRDKOFJG9enG9aLAOgNX6XxLKwXWRhimh5DpHq3GK/ci3AbUHXvo1wHEmlFlDIdMaPbU0cATtBeOP0Y2J5M78yANJChgEDJS216Fh3SkP3MGJ5wKiUSlx49XsEs2+zN7jCtFzzIZ/A3nOK4ekZpqQkn0tRKtc7ck1rlgvpukweO0m2ONTyVtgGQz+RSlisVPp3Mnotc/mV17aXuSyEwA8UpLrj8ZTZYXR1Hh36CLv9HRD9UOGHikwbM8JtS1JvhKgowurA76qwHKzpE6i5M+jnfxFhxa9tK79yvLOEsHe6KrYC2xZUaoNTLTesjxHLA8Kd2avM/uBrjCy/wxEZ+5Cv2Z31Ia+HX6uig4Di1F6GpqexbbMQwmBIunbLurl1i2cOxQ1KtpO5bFvxgqjhLqW4CSmRQzOoO5c6IpbrXhgnQLQRIeL84oavyCQ7U4Sw95xCzb6JunMRe/oE0IRfGeLGJERxIsaANJlyHclyxTetrwccI5b7mGqpxJVXv4V19Ufs0bc4AdyQE7wz/ALDh04y0kEf8qOoIMCvlknmhxg7fpBUprOLagyGXsaxJG20sXaEfMbl0PT2MpdtS1LvQiLGg8hkDp0eQntVRKK9v5GVWnB/QWc7iRdP+mQ6lMogxw6Bm0bdPH1fLG/lV15Dr8XHDYhYtqRERYqGPzgpH4bHMWK5D7l3/Rq3v/WnzNTPs381D/md7EvkDj1Lbni4oz7kR9GRxquWENJm4vAJciOjxnJhMDyCY0v6vrQMPH9klC9+u/nMZcsS1OshkdbILiaByOIk6tZZtI42bK6xW1QUUfdCUh1o0+7aFpVawFixM++rkBb2zEnC2TfvW1q29Cuv7QsIHaJpf2W/Y+g4S9swuBix3Ed49Tpn//ZP2Hvve0wiueQcQw3tZ3hqhmEpEZZF6DUQloWU9mOtq9tNUKuiAp/8xB6GZ2ZwnAH6MTQYWoiUgoRrE6qobxf5ARzfu73M5fuJGEHUdORcOxBOAlGYIFq527bFfmuVxk6MCYSESMcdElNu5xqUhFd+jLp9HjF9cmu/8ioaMTCNSdZwXclSuUGxAwMjQ3cwn2yfcOHV75J44885JMpctA+TOvUxTp16Dh1pVOATeD5+vYbv1VG+h18vo3VEPI7XoAXCFljSQdg2UdS6ldMqDAgqFdxsnsljT5POGsuFwbAVKdei6gV9LZbtnWQu63jhWzfFMoDMjRJVFtEqQLSh/XKl7mN1MBpQWlCrBx0Ty3JkHyKZQ904jRo70fygQIBQwcBkLQO4qxFyOVd2ZJGlofMYsdzjzM/d4PbX/pD9wSXmKXB+369y7OUPkysWN90viiJUGBL4PioMYg9xvU7QiAV1o1KiUV5blawBgZACKS2EbWNZDmKLh7iONF6lhLAsxg4dJz9qLBcGQ7OkkjYrVZ9+n43ebuayEHEFtMNdrx+/Dmkjh2aI7l1FpAstPXakNZVaQLJDwhUgYVuUaj7D+WRHmr4IIbFmnia88o80apVtiGU5UFnLEM+YaN3ZRZaGzmLEco8S+D5n/vbPmLn990whOJN7HzPv/QQvHDrclCCVUiJdF8dd/0k8NpZjbm4B5YeEoY8KQvxGHb9eI/RqBI0aURiuLkISsNp1S9h2HBWkQlTgk5uYZmR674bnMRgM65NwrEGwLW87c9m2BfVGCK3VpztCpvLoZBbt1xFu67qweYEi0rEu7BRSCpTScdXe6aAV49KPCG+exRk/2dQ+g9aYZA0pBJVa0LFFlobOYsRyD3LptR9hvfanHGSZy9YBnKc/zvPveS9uorWh847jrvqK118RrkJFGPiEgR9Xpr0GQaNO0GggHJfJoydJ57pdHzIY+hPXtvo+EQO2n7nsWJJqlxMx1hBCYA1No26fR+tEyxb71epBV8IehIjj6jolluXQDKSL2HfPYE+danIniVQD1piEOA5ycanKxLBptjWIGLHcQyzducONr/4hB7yzLOoc5/f8Ekff/xHywyNduR7LtrDsFImU6XtvMLSaQUnEgAcyly8u8NH3bJ65bFmSmhd0rInGVgg3hciNoysLkNz9egutNaWaT6JD7acfxHEsSrWAYra5JjG7RQgBkydJXP4hXlBDO00IRWFBWIvv/S4morQax5Y0/JAgVDhd+OwN7aX7v1QGwjDg7b/+U8Iv/Z/MNM5zJvMS8sP/My/8/K92TSgbDIb2IqXAcSyU6v8a21rm8puXFppqzqCBIOyd1y3zY2gp0NHuK95+qFBKIzucRgRx3rLnK4Kwc2kT3thxBBrn3oXmdhACoTXo3vn8W4UQgro3WEkfhhgjlrvMlTdfZ/YP/lcOzH2V23KSW8/8Fs//s3/D3hMnzGI5g2HAySRsggEQyxBnLpeqtBzp0QAAIABJREFUPldulbfcVgB+D4llYdnI4hTaq+76WHWvueYc7UIQNwjpFBV7iDA1jHPvbNP7aIAWDEx6DdsS8aJdw8BhbBhdorQwz9Wv/GcO1k+zHGU4O/0Zjr78EYrj492+NIPB0CFSCZuV2mA8XN/NXJ7n0PTm2cVSxIIun+6dhcEyXUSXF9BBA+Hs3MZQqgU4Tvem4R1bUqoF5NKtXeOyHiqK8PyIYPwEyWs/QHgVdGJrK4sQICI1UPFxEC/aLVc9tM50JJHE0DlM6bLDqFDx9le/SOML/zt7a+9wJvkC6uf+He/5xX9mhLLB8ISRcAcjEQPezVw+c20Zb4vWv7YtqdV7q7IohMQamobQa8pKsh5BqPB8hd3BfOVHse24pbiK2l+594L4HMHYcQTgzJ9rar+45XVvff6tQEpBqDGtrwcQU1nuILM/fRvvB/+FA/oes2KK6KlP8uxLL5NMmdWzBsOTSDPtgfuJ+5nLVxd54djYhts5lqTWI4kYDyISGURmGF1fgSYqpI/S8MOuB5yIOOkTz1ek25z52/DDuHtgYoQwM4579yz+zItNXaSIBqsxyRoSqHkhqYSRV4OE+TQ7QHl5mStf+c/sL79BRac4O/kpDr/vowxPTXX70gwGQxcZNLG8lrn8xsWFTcXyWiZwL7b7loUJwtoyRAqxzfy3Ui3oic/UtgTlekC6zZm/1UZwP/khGD9O6sp3kfVlotTmTbPiRAyvrdfWLVxHslLxGdkiQtHQX3T/Wz3AqEjx0298meqf/W/sK7/J+eQzeO//t7znl3/dCGWDwYAlJY4tByIRA97NXL5+t8JiqbHF1rqnEjHWELaLHJpGe5Vt7aeiiLoXYveAWHZti0rdJ2qjx0dFEZ73ruUkGDsBNGfF0FIiBrAxCcQD4GojIByQ77Qhpvvf6gHl5vkzXPqD/4N9V/6SJVFg9vhnOfXP/x2HnnsPVjfS6g0GQ0+SSliEanAmpJ89PIIQ8ObFhS237aVEjAeRmeG4u9820jE8X/VMdLCQcTKbH7TPO7vmV14jShYIc1M4d5vwLQsLEQ6mWBarPhjjWx4sjA2jxVRLJS5+5b9wYOU1pE5wZvzjHH75Y4xMbx7UbzAYnkwyCYdyLSDBYAyic2mXw6uZyx95YXrDVADLEtS9gEKmdxIx1hBCIIdmCG+fBxUirK0fleV60NWFfY8iJFQbIUm3PY/5Nb/yg/jjJ0hf+haytkCU3qRHgJCgVazoVw9y5VaJ2ws1ClmXQjZBMeOSTtp9mSohLUGl7pNNmdbXg4IRyy0iiiLOfvtrFM9/mQPUuZA4SfHZj/Hisy9gmW4+BoNhA9wBSsRY47kjo3zx25e5cqu8YYycbcmebuAQ2zH2EC1chWRhU9EWaU217neszXQzuKsxZsO5RFsE54N+5TWC0ePoS9/CuXcOb/8HNt5ZCEBDpMCSXL9b4fNfv/CYbcS2JIWMSyHrUsy6q/+diP+dccml3a40f9mKhGOxXPGZHM50+1IMLaJ3vtl9zK3LF1n51h+yV91kjlHuHf0VTr73g6Szu2+dajAYBhu3Bzyureb43iJJd/PMZbtHEzEeRKYL0BhG10ubpmP4gSJ6t0jaE1hS0IhiX7jb4tznNb9yOvWwhNCJLGFhL+7ds3j73r+5J0UL0Iq6J/jity9TyLr81j85Rt1XrFR8VqoeyxX//n+fm61RbTx8vwgB+fSamE7cF9axmI7/3Q0Pub3a0t0PVMvfe0N3MGJ5F9SrFc5/5fPsX/wREoczIx/hwMsfZXzP/m5fmsFg6BN6IT2h1di25NTBYd64uMBnfEXCfVwwSCmIVEQQRj37HgghkMUpwkYZVICw1p9WrzYetyT0AhKo+2HLBdujfuUHCcZPkL7wDazqPVR2494BAg0q5EvfvU61HvA/fOZEXDUGJofXj1MNwoiVqs9KxWOl6rNc8Vip+CxXfK7eLlOu+Y/N0mSSdmzrWKcyXci6bbOpoDV134jlQcGI5R2yMDdH/a9+j0OiynnnOLlnP8p7nn8R2zYeJYPB0DyWlNiWQEUR1gC1uH/uyAg/3jJzWRCEqmfFMoCwHKyRfUR3L6OT+ccsDVprylWvJ0WRbUvKNZ9CprXd/NbzK68RjB5FX3wF597ZTcWyBn54Zp4LN1b49Pv2MT26tWXBsSWjhSSjhfVj2VQUUa4GLD8gqGMx7XF7sca52WVU9LCaTjgWxazLgak8n3xpT8tsHa4tKVW8nvTkG7aPEcs7JIpC5u0J7u17kRPv+xCZ/ObtXQ0Gg2Ej0kmbhqewBui5Ot1k5rIfRvR6WyaZzKFzo0SVRUQy99DfglARRBq3B72zzmqnxFbnWa/nV15DO2nC4n7cu2dpHPjQhlaM2WXNK2/O89T+IX7mxMb3x3awpKSYS1DMJYDcY3/XWlOthyxXvVV7RyyqF0oer75zB0sKPvHSnpZci+tYrNR8ZrRG9uEiRcPDGLG8Q8b27GPsf/q/un0ZBoNhAEglbCoDlIgB72Yuv/LaTRZLDYbXadJgWYJ6I6SYbW3lsx3IwgS6XkKHPsJ+d1Tz/7d379FRVfcCx7/nnJlJMnlNEpKQ8AoBEihvHyCIII/yUFBqi3BFbC+2tuKFe9UqsPCWaqlX6rXXitDWdZe3tfhMUSogKqJVHlqxwkIBkVdIgCSQyWuSSTKvc/8IGZLMTN5kZpLfZy3WYs6cOWfPzpk9v9nzm9+udrhDugarTt3yyzFRndPKQPnKDTlShhJ9fCearQB3XLrP/XaHh5yDNcSbNebdOKDLKl4oikKM2UiM2UjfJvH5O5+eZf/XhSRbIhk9uFeHz6WqCh6PTq3DLav5dQOh/BoXQogeIdJk8Pl6uDtoqeay0aBgr3V2cavaR1ENaEn9wVGNrl/J2bXZHSGxEEkgRoOCzd55q+U1l69cz5k0GF3RMF36xuc+j67z1j8rqHTo3HltzNXLGW6jWeP7kdE7lu37z3LuYtsWpAlEVRSqqsPj+hbNC91XuBBC9BBGTQ3LerItaVhzWfdTH8+gqVQ73H7vC0VKRDSKJdW7up/L7aGmtvNyrr8trOX53VbOWjtvwQ6jQcNe48Kjd84CMM3lK3sZInAmZmK8dLyulnIDn56s5tsiB7OGR9MnNnQWpdFUlR/cPIi4aBOvf3iSiqqO/w0iTCrlVd1zWe+eRoJlIYQIMpNR7Xa1luuNHtyLiioHZwpsPvcpioKuE5LLXgeixqagGCPRnTXUONx01p/trNXB65+Xc8nm5pVPyyks75yyepcXlKPG0Tl9XFkdOF+5IWdKNqqjCkP5Oe+2PKuTD45W8p30CMZlmlE8bp9gOpjMkQYWTR+M0+3h9Q9P4nR1rA64QVOx17hl6etuQIJlIYQIMk1VMRrqKmJ0Nw1rLvul6zjDKJhQVBUtsR+4HNiqqjEaOv6NQGG5i1c+Lcdi1vjpzQmYDAp/2V9GaVXnLNqiagpV1R2fKXV7PDgc7latVOhMzERXjXWzy9TlKf/1i3Lio1RuHxtb90EJwBNatbaTLVHcMTmTAqudv+3N7dC3HoqigALVIV5PXLRMgmUhhAgBUSYDLnf3m16ur7l87GwZNQ7foEFRFGodobuSnz+KKQpPXG9qKipaNcvanJIqN3/ZX4bJoLBkooV0i5ElEy24PTov7S+jsqbjHyQiDBq2aqfPCnlt1Zp8ZS/NhDNpEMZL3+Jxu+rylGs93Dkunkhjfeih1M0uh5isfhZmXNeXo7ml7Dlc0KFjaaqCzS55y+FOgmUhhAgB5igDrjBKR2iL0YOTcLk9HM0t9blP05SwnHmrNcXjNkahumrafQxbTV2g7PboLJlowWKuC7xT4gwsnmCpu//TMmraEqT6oajgdusdTitoVb5yA46Uoaiuak4ePVmXpzwihnRLw7UI9JCbWa43YXgqowYl8feDFzh21ve6ba0IY13ecrjk5Qv/JFgWQogQEGnsnhUx4ErNZX9VMYya6rOMcTiw2Z144tJRPC5ox+xojdPD5k/LsdW4WTzBQkpc46oQ/RKNLBwXz8UKF69+Vo6zg986qKrS4X5ubb5yPVdCBm7VBIXH6vKUB0b57hSCM8tQ943H3AkD6JMczdY9Zyi02tt1HE1Tcbk9ODr4gUcElwTLQggRAkJ5FbuOqq+5nH+xEmtF45lYTVOodbo7nCLQlTy6TlmlgwizGVdcGqqjbYGU063z6mflXKxwsXBcPP0S/a/8OiQ1gjuujeOs1clfD5R36MOUyaBiq2p/OkBb8pXr2V0qhxz9GWXK4/bRUb4VX1QVxd15lT86m8GgsnDqYKJMGq9/eLIDZeDCp0Si8K/7js5CCBFGjAYVhe5XPq5eoJrLdQGUHlYVMWoddRUOVFVBj7TgiYxFcVa36rFuj85fD5Rz1urkjmvjGJLa/IIsI/tGMmdUDN8UOth2yNbur/M1rW5pcUc7UzHalK/MlXrKB2oyiFScxNrO+uyjKxq4QjdYBogxG1k4fTBVNS7e+OhUuypbmAxqp5SiE8EjwbIQQoQAg6aiaXWrfnVHsWYTg/rEc/hksZ/nqIRVsGyrdqDVJ+8qCu7YNBS95fxbXdfZdsjGN4UOZo+MYWRf31UN/RmfaWZKtpmDeTV8cLSqQ21vb354W/OV95+0822Rg8zswXiMURj9LFCCqqG6Q78OcVpSNLdPyiD/YiXvfHq2zR9YTEaVCruz2762ewIJloUQIkSYIwxhVUatrcYMTqLC7iS3sHHNZQX8VsoIVaUVDiJMDd4+NWNdOoazmuYKZu86WsXBvBqmZJu5YZC5TeecOjSa6zKi2HvCzr4T7cufNRpVKttZmaEt+cp5Vie7j1bxnfQIrs+MxtkrC6P1FDRNuVA0cIdHesLwgYlMHp3GoZNW/nG0qE2PrU8/CadrXDQmwbIQQoSIqAhDt17AIKuv/5rLBoNCdZj8yK/W6cbhdPksca1HxuOOtKA4/Qey+y4HuddlRDF1aHSbz6soCreOjmF4nwjeP1LJobzWpX00ZNBUqmtdba7n3ZZ8ZbvDQ06TesqO5KEoHhdG6+nGOysKiu4J2R/5NTVlTDrDBiSw64tznDxX3qbHKgpU1oTHBwPhS4JlIYQIEVERBtzdsNZyPYNBZUSmb83l+mWvw0Hdj7z8B42e2NTLddoaB0WH8qp5/0glw/tEcOvomHYvba4qCndcE0dmspG/HbRxvKBtKQyKAjpQU9u2vm5tvnJ9nnJVk3rK7vi+eEwxmPykYtQtTBIef3tFUbh9UgYplii2fHya4rLWf2CJMGqUV0recrgKqWD5zJkzLFy4kFmzZrFw4UJyc3OD3SQhhOgydT/y695GD+7lU3PZoKnUOlxhkdNZaqttnILRkGrAHd8XxXUlHeN4QS1/O2gjM9nIHdfEobYzUK5n0BQWjY8nLd7AGwfKyS1uWwBm1BQq27iaX2vzlevzlH3qKSsKjuRsDCVnUJrUpVYARQ+PbxUATEaNhdMHY9AUXvvwZKtzwI0GlRqHK6xy88UVIRUsr127lrvuuov33nuPu+66i1/84hfBbpIQQnQZo0ENNGnZbaQnmUm2+Km5rCjtrtTQVVxuD/YaV7Nl/nRTNJ6oJBRnFbnFDt44UE5avIFF4+LbVHatOREGlcUT6hYxefWzcgrLW//1vtGoUdnG1fxak69cn6c8PEA9ZWfKUBTdjbH4ZKPtOkrYzCzXs8REsGDqIMoqHfz176da/yFPV6iWvOWwFDLBstVq5ejRo8ydOxeAuXPncvToUUpKSoLcMiGE6BoGTUVT1bCYYW2vuprLvfzWXHaE+KybvcaFDi2mUXhiUiisVHn1szIsZo3FEyxEGDv37TY6QmXJRAsmo8Jf9pdTUtW6gFNRwKPX5V63Rmvylatq6/KULWaN2y7nKfscJ6Y37sh436oYCihh8iO/hvqnxjJ3wgDOFNh4/0B+qx5jMChU2iUVIxyFTLBcUFBAamoqmlb36VXTNFJSUigo6Ni67EIIEU66+4/8AEZmJvrUXFYUcIR43nJ5VS0mQ8uzw6VVLl76vAaTQWHJhHiiI67OW63FrHHPRAtuj85L+0qx1bSu/1QN7K1cYKOlfGWPrvPWl3V5yguuj/PmKftQFJzJQzGUnkVpuIiLovpWyQgTY4b04obhqXx+7CKfftVyrBJh1CirdMjS12HI0PIu4SMpKSbYTQgrycmxwW5CWJJ+ax/pt9ZxKgoXrXZizCbvtgRL26snhLIESzRDByTy9ekSvnfzEFRVISrKhSnK0KnXSWcey+3RybfaSU2JajbvuKLKwSsffI0H+LdbBpCqVUCkn2WeO0lcLPx0uolNHxTxyj8q+LeZvYkKlFN9WbRbx+FyY7H4WVUPSEi4UtbOXWYnNi6S6Ej/qwzuPlLOiSIH3x+XyNB+LfR3xmiU/H8QW5kLA66t2+bSQFMhTK/xBdOz69IxPjrBsjtGMaivpdn9yytriY03ExXRrcKvDgmH94aQ+WulpaVRVFSE2+1G0zTcbjcXL14kLS2t1cewWiu79deXnSk5OZZLl2wt7ygakX5rH+m31rNXOSgprcLpqJv5S7BEU1rWsYUoQtHwDAvHcks4+E0hmelxuD0eSso8xJlaV8u3JZ19zVXVOCktq8btDJxzWlPr4s/vHqeiysGSWVmYYs3YSirQq8vA0PxKfR2REAkLx8Xxyqfl/PGDQpZMtGBsIT+6qsZF0SWNCGPjMCAhwUxp6ZWZ3/MX6/rQ3/POszp452AZw9MjGJmmUWFrqTpELLHmJPT8w1Qmfqduk8eN4rHjMoTvNX7bxAH86d0aXtx2hHvnDiMhNvDf2lblJO9cKYlxrVuQprsLxnuDqiptnlwNmTSMpKQkhg0bxvbt2wHYvn07w4YNIzExMcgtE0KIrmNq5sdj3UnTmsuaquJy6SGbgmKrcqA1E8c7XR5e+/Akl8pruHPqIPomx4Ci4opPR3U5Qb+6z2twSgR3XBtHntVJzoFy3C1MHKnQYm3r5vKV6/KUK5rNU/ZxueayVn4OpfZygKSodSsfhnFqQmSEgR/fNgKPrvP67pPN5oObTCrlsvR12AmpUfmXv/wlmzdvZtasWWzevJnHH3882E0SQogu1RMqYoD/mss6ekiW1tJ1nRJbLZEBZr09Hp0tH58mr6iS+ZMGMqhP/JU7DZG441JRa6/+zOmIvpHMGRXD8UIHbx+yNZsbazRqlLewml+gfOVW5yn74UzORgFMl47XbVCUuqXC9dDOV29JcoKZH9w8iEvl1Wz95EzAvjcZVCqrnW1eGEYEV0gFy4MGDSInJ4f33nuPnJwcMjMzg90kIYToUj2hIkY9fzWXQzFYrnG4cXl0NNX3LVPXdbbvz+Xb/DLmjO/PiEzfb0M9UQnoJjOKs8bnvs42PtPMzdlmDuXVsOtI4ADdoCk4nG6czZTrC1Rfef9JOyeKHMxuWk+5FTzmRFwxqY2qYoTTwiTNyUyPY9a4fhzPL+Ojg+f97qMoCrped02J8BFSwbIQQoieUREDrtRcPlSfiqEprV7koStVVTsDvll+8M9zHDppZfLoNK4fluJ/J0XFFZeO4nF1SVB489Boxg2MYt9JO3tPBA6YFWi27q+/+sp5Voe3nvL1fuopt4YzORuDrRC1uszbDsUTen/39rh+aArXZPVi7+FCvjpt9buPpkJlC7P6IrRIsCyEECEmKkLrEcFyfc3lcxersJbXYNRU7CEYLJfYaonwk4Kx/+tCPv26iOuHJjNlTHrzBzFE4IpLQ21YNu0qURSFOaNiGNEngl1Hqjh41v8P74xGFVuAoM1fvnJVrYecA23MU/bDkZxdd/7LqRi6QreYWYbLfT++P/1TY9i2L5fzxb4fViKMmuQthxkJloUQIsRERRhxu7t/GgY0qLl8qhiDpobczLLD6abG4btq36ETxXzwxTmGZyQwe3z/VgWOeqQFT2QsiqOlqhEdpyoK37s2jkEpJv520MY3BbU++9T3t7/82ab5yt48ZYeHO9uYp9yUHhmPKy4dkzcVQ0EJ01rL/miayp1TBxETZeT13SepaBIYG7xLX3ePDwg9gQTLQggRYoyaWrdKRw8QazYxuE88hy8vUOL2eEJqVr2qxunze8vjeWVs259LZnoc828a2PoZVkXBHZsGil5XAeIqM6gKC8fFkZ5gIOdAObnFjYM2RQF0qPWTP9s0X3nfict5yiNjSGtjnrI/juShaFWXUKuK61ZJ6UbBMoA50sjC6YNxON288eFJv7n41bUSLIcLCZaFECLEmIxqWJfSaqvRg5OosDs5U1gBKDhaWDWuK5VVOjA1SME4W2jjr38/RVpSNHdOHYSmtfFtVDPijk1HdVZ3yd84wqCy+AYLFrPGK5+VU1DWOO1C0xRsflbza5ivfNbq4MNjVQzvE8H1GZ2zwIozORsdBdOl4+iK1q1mluulJpj53uRMLljtbNuX26hChtEgJeTCiQTLQggRYgyaiqr1jIoYAFn96msuW0EnZL6edrk9VFY7vbWvC612Xtt9koTYCO6aMRiTsX0LqOiRcbgjLSjOq5+/DBAdoXLPRAuRRoXNn5ZTUnVlVttk0KisduBpEMg1zFeuqvXw1/o85THtz1NuSjdF47L0u1wVQ0Fxdc/AMbu/hWnX9OHrMyXs+6rQuz3CqGGrqpWlr8OEBMtCCBGCokw9oyIG1H04GJmZyDdnS3G5PdhbWCyjq1TXukCv+9FWSUUNL+/6lgiTxuKZWZgDLP/cWp7Y1LoFOdxdUxUh3qyxZKIFj67z0r4ybDV1H0gUFTyeutzsevX5yp2Zp+yPM3koWnUpWrW1rhrGVV64JVhuHNmbEZmJfPjleY7n1ZVJVFUFl5SQCxsSLAshRAgyR/aMihj16mou65w8X0Z1iAQQ5ZUODAYFm93By7tO4NHh7u8OIT7a1PGDqwbc8X1RXF2TjgGQHGtg8QQLVbU6f9lfTrWj7vpS1brc7Hr1+cqdnafclLPXEHRFxXjxG3SUblMRoylFUZg3MYP0Xmbe/OQMRZeXE1chJKu/CF8SLAshRAiKMhlwd8/Ywa+0yzWXvzpdQnWtM+hfT3t0nfLLX5O/susEldVO7poxmF6WzsnZhbpUBE9UUpelYwD0TTCyaHw8xTYXr/yjHIdLJ8KoUVHl8PZ5ZbWTgnJPp+cpN6Ubo3AlZFyuiuHpNrWW/TEaVBZOG0ykSeP13SepqnFiMqqU2XyrlIjQI8GyEEKEIKNBoydlM3prLl+qwlpRG/RZ9ZpaV10lg49Ocam8hjunDaJPckynn8cTkwKqoUurQQxKMXHHdXHkW53kHChHB1weHafLjcvtoazSyVtfdn6esj+O5KGotTYMtqJuO7NcL9Zs4s5pg6msdpLz0SlUpW5mOdjXumiZBMtCCBGCjAYVpUeFy1dqLh/NLcER5GWvSytr2fFZHnlFlXzvpoEMSo+/OidSNdzxfVCctV1aAWVEn0huGR3Dt0UO3j5oQ9F1qh1uqh0utn9VddXylJtyJg1CVw0YrKdA797BMkCfXtHcdmMGeUWVvPt5PrrHI3nLYcAQ7AYIIYTwZdAUVFXpMRUx4ErN5aO5pdTUuoju4I/o2svj8fD67pOcvlDBLTf0Z/jAxKt6Pt1oxhOTglpVjB4RfVXP1dC4gWbstToffVNFpFFh5nCNvaeqOVPs5NbRVydP2YchAmfiQIwlp1CcNeiRV+lDSQgZkZnExbJq9h4uxBJjIiXBTExUcK510ToysyyEECFIURSiIow4e9hXtKMHJ1FZ7eTImZKgteG13Sf5+kwJU8akc93QlC45pyc6CYwR4OraHNYp2WbGDYzis9PVvPnPCt7+ooTvpF+9PGV/nMlDUZ12DNaTXXbOYJs6tg/Z/Sx8dPACh04WB7s5ogUysyyEECEqyqThcLh7VE5jZnockSaNV3af4G/7ctt9nPbOyuu6Tlmlg1GDkpg4IrVL+94d3RtDyWl0XenSFRxnfScCe62Lry84SIzWmDcyCo+7635s547rh1k1En3kLczfvttl5+1MiqJiaWPpu/t0qLK48ByE/EP4rBTZFZwYyHFNo4heQTg73HPrMEZnXN1vbjqDBMtCCBGiYqNN2F069q4rlhB0qqIya1x/zhRUoHYgejCZjDgc7athnBAbyTVZvdB1pWsXUlQj0aPT0apLoIvz1W8baSbJXMM1A82YVB3d3ZXnN1CZMQWD7ULYLvNuNGo4nW3PPVaidawVrqD9OsGlGEiMiSYyovN/vNoiRUHRw+PvLcGyEEKEqJgoIwOTY7l0qRPq+oaRrH6WDh8jOTmWS5dsndCarmYBMoJy5sFjg9lv1wThnJ2nI/3Wp5Pb0lbjgnjucHmdSs6yEEIIIYQQAUiwLIQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQAUiwLIQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQAUiwLIQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQAUiwLIQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQARiC3YDOpKpKsJsQVqS/2kf6rX2k39pP+q59pN/aR/qtfaTf2qer+60951N0XdevQluEEEIIIYQIe5KGIYQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQAUiwLIQQQgghRAASLAshhBBCCBGABMtCCCGEEEIEIMGyEEIIIYQQAUiwLIQQQgghRADdarlrcUVpaSmPPvooeXl5mEwmBgwYwBNPPEFiYmKj/VatWsX+/ftJSEgAYPbs2dx///3BaHJImTZtGiaTiYiICAB+/vOfc9NNNzXap7q6mtWrV3PkyBE0TWPlypVMnTo1GM0NCefOneOBBx7w3rbZbFRWVvL555832m/Dhg288sorpKSkAHDNNdf8SQL4AAAP1klEQVSwdu3aLm1rsK1fv5733nuP8+fPs23bNrKysgA4c+YMq1atoqysDIvFwvr168nIyPB5vNvtZt26dezZswdFUbjvvvtYsGBBFz+Lruev31o71kHPHe8CXW+tGeeg5451/vqtteMc9NyxrrnX5KFDh/jFL35BbW0tffr04emnnyYpKcnnGCF3zemiWyotLdU/++wz7+2nnnpKX716tc9+K1eu1P/yl790ZdPCwtSpU/Xjx483u8+GDRv0NWvW6Lqu62fOnNEnTpyoV1ZWdkXzwsK6dev0xx9/3Gf7c889pz/11FNBaFHoOHDggH7hwgWf62zJkiX61q1bdV3X9a1bt+pLlizx+/i33npLX7p0qe52u3Wr1arfdNNNen5+fpe0PZj89Vtrxzpd77njXaDrrTXjnK733LEuUL81FGic0/WeO9YFek263W59xowZ+oEDB3Rd1/WNGzfqq1at8nuMULvmJA2jm7JYLIwfP957e8yYMVy4cCGILep+du7cycKFCwHIyMhgxIgRfPLJJ0FuVWhwOBxs27aN73//+8FuSki67rrrSEtLa7TNarVy9OhR5s6dC8DcuXM5evQoJSUlPo9/5513WLBgAaqqkpiYyIwZM3j33Xe7pO3B5K/fZKxrmb9+a4ueOta11G8yzvkX6DX59ddfExERwXXXXQfAokWLAo5boXbNSbDcA3g8Hl599VWmTZvm9/7/+7//Y968eSxbtoxTp051cetC189//nPmzZvHL3/5SyoqKnzuv3DhAn369PHeTktLo7CwsCubGLI+/PBDUlNTGT58uN/7d+zYwbx581i6dCkHDx7s4taFpoKCAlJTU9E0DQBN00hJSaGgoMDvvunp6d7bcu3VaWmsAxnvmmppnAMZ6wJpaZwDGesaviabjluJiYl4PB7Kysp8Hhdq15wEyz3Ar371K8xmM3fffbfPfQ8++CC7du1i27ZtzJw5kx//+Me43e4gtDK0vPzyy7z99tts2bIFXdd54okngt2ksLJly5aAsy2LFi1i9+7dbNu2jXvvvZdly5ZRWlraxS0U3VFzYx3IeNeUjHMd09w4BzLWQcuvyXAhwXI3t379es6ePcuzzz6Lqvr+uVNTU73b58+fj91ulxkD8H71ZjKZuOuuu/jyyy999klPT+f8+fPe2wUFBfTu3bvL2hiqioqKOHDgAPPmzfN7f3JyMkajEYAbb7yRtLQ0Tpw40ZVNDElpaWkUFRV5gze3283Fixf9fg2clpbWKNVArr2WxzqQ8a6p1oxzIGOdPy2NcyBjXdPXZNNxq6SkBFVVsVgsPo8NtWtOguVu7Le//S1ff/01GzduxGQy+d2nqKjI+/89e/agqiqpqald1cSQZLfbsdlsAOi6zjvvvMOwYcN89ps9ezavv/46ALm5uXz11Vd+f0ne07z11ltMmTLFW3GgqYbX3LFjxzh//jwDBw7squaFrKSkJIYNG8b27dsB2L59O8OGDfNb1WH27Nnk5OTg8XgoKSnhgw8+YNasWV3d5JDRmrEOZLxrqLXjHMhY509L4xz07LHO32tyxIgR1NTU8MUXXwDw2muvMXv2bL+PD7VrTtF1XQ/a2cVVc+LECebOnUtGRgaRkZEA9O3bl40bN3L77bfzwgsvkJqayo9+9COsViuKohATE8Ojjz7KmDFjgtz64MrPz2f58uW43W48Hg+DBg3iscceIyUlpVHf2e12Vq1axbFjx1BVlUceeYQZM2YEu/lBN2vWLNasWcPkyZO9237yk5+wYsUKRo4cycqVKzly5AiqqmI0GlmxYgVTpkwJYou73rp163j//fcpLi4mISEBi8XCjh07OHXqFKtWraKiooK4uDjWr19PZmYm0LgP3W43TzzxBPv27fPeV/9jmO7MX789++yzAcc6QMY7/PfbH/7wh4DjHCBjHYFfp+B/nAMZ66D5+OPLL79k7dq1jUrH9erVCwjta06CZSGEEEIIIQKQNAwhhBBCCCECkGBZCCGEEEKIACRYFkIIIYQQIgAJloUQQgghhAhAgmUhhBBCCCECkGBZCNHtffDBByxevJgJEyYwatQopk6dyrJly/jkk0+C3bQ2efPNN8nOzubs2bPN7nfu3Dmys7N58803r2p7pk2bxqpVq67a8Y8dO8aGDRv8LoebnZ3N//zP/1y1cwshRD0JloUQ3dpLL73EAw88wIABA/j1r3/NH//4R+6//34APvvssyC3TjTn2LFjPP/885SXlwe7KUKIHswQ7AYIIcTV9OKLLzJjxgyefPJJ77YJEyZw55134vF4Onx8h8PR7KpxQgghwpvMLAshurXy8nLvClFNqWrjITA/P59HHnmEG2+8kREjRjB9+nTWrVvnvX/VqlVMnjyZgwcPsmjRIkaNGsVvfvMbAHbs2ME999zDDTfcwNixY5k/fz5vvfWWzznr0wdefPFFpk6dyujRo7nvvvuwWq1YrVb+/d//nWuvvZYpU6bwwgsv+G33xYsXWbZsGWPHjmX8+PE8/vjj1NTUtNgXn3/+OT/84Q8ZO3YsY8aM4d577+Xbb79t8XEAf/7zn5k2bRojR47kjjvu8C5Z21R+fj4PP/wwN9xwAyNGjOD2229n165djfbZsGED2dnZHD9+nCVLljB69GgmTZrE7373O+8HmDfffJPVq1cDMHPmTLKzs8nOzubcuXONjvXSSy8xbdo0xo4dy913382JEyda9XyEEKK1ZGZZCNGtjRw5kq1bt9KvXz+mT5/OwIED/e6Xn5/PggULiIqKYsWKFQwYMICCggL27t3baD+bzcZDDz3E0qVLefDBB73Luebn5zNr1izuu+8+VFXlwIEDPPbYY9TU1PAv//IvjY7x9ttvM2TIENauXUtxcTFPPvkkjz76KFVVVUyePJmFCxfy7rvv8swzz5Cdne2zRO4jjzzCnDlzuOuuuzh8+DCbNm2iurqap556KmA//P3vf2fZsmVMmTKFp59+GoD//d//ZfHixbz99tukpaUFfGxOTg5PPvkkd9xxB3PmzCEvL4+HHnqIqqqqRvsVFBRw5513kpSUxOrVq0lMTOSdd95h+fLlbNy4kenTpzfa/4EHHuD73/8+P/3pT9m7dy+bNm1CVVWWL1/OzTffzP3338/vf/97fve739G7d28A73LMANu2bWPgwIGsWbMGp9PJb37zG5YtW8bOnTsxGOTtTQjRSXQhhOjGTp8+rc+dO1fPysrSs7Ky9HHjxukPPvigvmfPnkb7PfLII/qYMWP0wsLCgMdauXKlnpWVpe/atavZc7rdbt3pdOpr1qzR582b1+i+rKwsfebMmbrT6fRue/LJJ/WsrCx948aN3m1Op1O/4YYb9FWrVnm3bdmyRc/KytL/8z//s9ExN23apA8dOlQ/ffq0ruu6np+fr2dlZelbtmzx7jNjxgz9nnvuafQ4m82mjxs3Tl+3bl2zz2Xy5Mn60qVLG23fsWOHnpWVpa9cudK7bfXq1fr48eP1kpKSRvv+6Ec/0m+77Tbv7eeee07PysrS//jHPzbab82aNfqYMWP08vLyRs83NzfXp11ZWVn6d7/7Xd3hcHi37dy5U8/KytL/+c9/Bnw+QgjRVpKGIYTo1gYOHMjWrVvZvHkzP/vZzxg2bBi7du3i3nvvZdOmTd799u3bx80330xqamqzxzMajUydOtVne25uLg899BA33XQTw4cPZ/jw4eTk5HDmzBmffSdOnNho5jMzMxOASZMmebcZDAbv7HZTc+bMaXT71ltvxePxcPjwYb9tzs3NJS8vj3nz5uFyubz/IiMjGTt2bMCUCoDCwkIKCwt9zjlz5kyf2ds9e/YwZcoUYmNjG51n0qRJfPPNN1RWVrb4POx2e6tTQyZOnIjRaPTezsrKAvDbZ0II0V7yPZUQotvTNI3rr7+e66+/HoCioiJ+/OMfs3HjRhYvXkx8fDxlZWXer/qbk5CQgKZpjbZVVVWxdOlSIiMjefjhh+nfvz9Go5FXX32VLVu2+BwjLi6u0e36gC8+Pt5ne21trc/jm+ZgJyUleZ+XP1arFYA1a9awZs0an/vT09P9Pg7g0qVLfs9pMBiwWCyNtpWUlLB161a2bt3q91ilpaXExMT4tLvp7YsXLwZsT0NN+6v+h5b++kwIIdpLgmUhRI+TmprKggUL+PWvf83Zs2cZNWoUCQkJAYPNhhRF8dl26NAhzp8/z8svv8x1113n3b558+ZObXe94uJihgwZ4r1dHwwHmhWvD2offvhhJkyY4HN/w9nZppKTk73nbMjlcvnUP7ZYLFx77bX85Cc/8Xuspu2zWq2YzWaf59EwL1kIIYJNgmUhRLd28eJFv8HX6dOngSszpjfeeCPvv/9+wP2bU11dDTQOOsvLy9m9e3d7m92snTt3Ngp6d+zYgaqqjB492u/+mZmZ9OnThxMnTnDfffe16Vy9e/cmLS2NnTt38oMf/MC7/f3338flcjXa96abbuLgwYMMGTLE+8PHlp5Hw/bs2LEDs9lMdnY2cGWmuDWVPoQQ4mqRYFkI0a3NmzePCRMmMGXKFPr27UtlZSUff/wxr732GnPmzPGmICxfvpyPP/6YRYsW8bOf/Yz+/ftTVFTEnj17+O///u9mz3HNNdcQExPD448/zooVK7Db7fz+978nISEBm83W6c/pk08+Yf369UyaNInDhw+zceNG5s+fT0ZGht/9FUVh7dq1LFu2DKfTyZw5c0hISKC4uJiDBw+Snp7Ov/7rv/p9rKqqPPDAAzz22GOsXr2aW265hby8PF544YVGKRUAK1asYMGCBSxevJi7776bPn36UFFRwbfffkt+fj7/9V//1Wj/N954A4/Hw8iRI9m7dy85OTksX76c2NhYAAYPHgzAyy+/zPe+9z0MBgPZ2dlS11oI0aUkWBZCdGv/8R//wccff8xzzz1HcXExmqaRkZHBww8/zA9/+EPvfn379uWNN97g2Wef5ZlnnsFut5OamupT7syfxMREnn/+edavX8+KFStISUnhnnvuoby8nOeff77Tn9PTTz/Niy++yGuvvYbRaGTBggWsXLmy2cdMmTKFzZs384c//MFb0i45OZnRo0dzyy23NPvYBQsWYLfb+dOf/sT27dsZMmQIzzzzDI8++mij/dLT09myZQsbNmzgt7/9LaWlpVgsFoYMGcL8+fN9jrtp0yZ+9atfsWnTJmJjY7n//vtZtmyZ9/6hQ4eyfPlyXn/9dXJycvB4POzevZu+ffu2obeEEKJjFF3X9WA3QgghRM+xYcMGnn/+eY4cOSL1kIUQIU9KxwkhhBBCCBGABMtCCCGEEEIEIGkYQgghhBBCBCAzy0IIIYQQQgQgwbIQQgghhBABSLAshBBCCCFEABIsCyGEEEIIEYAEy0IIIYQQQgQgwbIQQgghhBAB/D9pI3BX5TecWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot('depth', 'sol_len_bfs', data=df[df.depth <= 20], hue='method');\n",
    "ax.set_title(\"BFS solution length for cubes 3x3\", fontsize=18)\n",
    "ax.set_ylabel(\"Solution steps\", fontsize=16);\n",
    "ax.set_xlabel(\"Scramble depth\", fontsize=16);\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize='16');\n",
    "plt.setp(ax.get_legend().get_title(), fontsize='16');\n",
    "plt.savefig(\"../c3x3-bfs_length.png\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
